Overview

Brought to you by YData

Dataset statistics

Number of variables	61
Number of observations	2930
Missing cells	7824
Missing cells (%)	4.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	744.5 KiB
Average record size in memory	260.2 B

Variable types

Numeric	22
Categorical	39

Alerts

`1st_flr_sf` is highly overall correlated with `saleprice` and 1 other fields	High correlation
`2nd_flr_sf` is highly overall correlated with `bedroom_abvgr` and 2 other fields	High correlation
`bedroom_abvgr` is highly overall correlated with `2nd_flr_sf` and 2 other fields	High correlation
`bldg_type` is highly overall correlated with `kitchen_abvgr` and 2 other fields	High correlation
`bsmt_cond` is highly overall correlated with `pool_qc`	High correlation
`bsmt_unf_sf` is highly overall correlated with `bsmtfin_sf_1`	High correlation
`bsmtfin_sf_1` is highly overall correlated with `bsmt_unf_sf`	High correlation
`central_air` is highly overall correlated with `pool_qc`	High correlation
`electrical` is highly overall correlated with `pool_qc`	High correlation
`exter_qual` is highly overall correlated with `kitchen_qual` and 2 other fields	High correlation
`exterior_1st` is highly overall correlated with `exterior_2nd`	High correlation
`exterior_2nd` is highly overall correlated with `exterior_1st`	High correlation
`fence` is highly overall correlated with `utilities`	High correlation
`foundation` is highly overall correlated with `year_built`	High correlation
`garage_area` is highly overall correlated with `garage_cars` and 4 other fields	High correlation
`garage_cars` is highly overall correlated with `garage_area` and 5 other fields	High correlation
`garage_yr_blt` is highly overall correlated with `garage_area` and 5 other fields	High correlation
`gr_liv_area` is highly overall correlated with `2nd_flr_sf` and 5 other fields	High correlation
`half_bath` is highly overall correlated with `ms_subclass` and 1 other fields	High correlation
`house_style` is highly overall correlated with `ms_subclass`	High correlation
`kitchen_abvgr` is highly overall correlated with `bldg_type` and 1 other fields	High correlation
`kitchen_qual` is highly overall correlated with `exter_qual`	High correlation
`ms_subclass` is highly overall correlated with `bldg_type` and 2 other fields	High correlation
`ms_zoning` is highly overall correlated with `neighborhood` and 1 other fields	High correlation
`neighborhood` is highly overall correlated with `ms_zoning` and 1 other fields	High correlation
`overall_qual` is highly overall correlated with `exter_qual` and 7 other fields	High correlation
`pid` is highly overall correlated with `neighborhood`	High correlation
`pool_qc` is highly overall correlated with `bldg_type` and 8 other fields	High correlation
`saleprice` is highly overall correlated with `1st_flr_sf` and 9 other fields	High correlation
`street` is highly overall correlated with `pool_qc`	High correlation
`total_bsmt_sf` is highly overall correlated with `1st_flr_sf` and 1 other fields	High correlation
`totrms_abvgrd` is highly overall correlated with `2nd_flr_sf` and 2 other fields	High correlation
`utilities` is highly overall correlated with `fence` and 1 other fields	High correlation
`year_built` is highly overall correlated with `foundation` and 6 other fields	High correlation
`year_remod_add` is highly overall correlated with `garage_yr_blt` and 3 other fields	High correlation
`ms_zoning` is highly imbalanced (62.7%)	Imbalance
`street` is highly imbalanced (96.2%)	Imbalance
`land_contour` is highly imbalanced (68.6%)	Imbalance
`utilities` is highly imbalanced (99.2%)	Imbalance
`condition_1` is highly imbalanced (71.1%)	Imbalance
`bldg_type` is highly imbalanced (57.9%)	Imbalance
`roof_style` is highly imbalanced (66.4%)	Imbalance
`exter_cond` is highly imbalanced (70.8%)	Imbalance
`bsmt_cond` is highly imbalanced (78.1%)	Imbalance
`central_air` is highly imbalanced (64.6%)	Imbalance
`electrical` is highly imbalanced (78.5%)	Imbalance
`bsmt_half_bath` is highly imbalanced (78.8%)	Imbalance
`kitchen_abvgr` is highly imbalanced (86.0%)	Imbalance
`functional` is highly imbalanced (83.0%)	Imbalance
`garage_qual` is highly imbalanced (84.2%)	Imbalance
`garage_cond` is highly imbalanced (87.8%)	Imbalance
`paved_drive` is highly imbalanced (66.9%)	Imbalance
`bsmt_qual` has 80 (2.7%) missing values	Missing
`bsmt_cond` has 80 (2.7%) missing values	Missing
`bsmt_exposure` has 83 (2.8%) missing values	Missing
`bsmtfin_type_1` has 80 (2.7%) missing values	Missing
`fireplace_qu` has 1422 (48.5%) missing values	Missing
`garage_type` has 157 (5.4%) missing values	Missing
`garage_yr_blt` has 159 (5.4%) missing values	Missing
`garage_finish` has 159 (5.4%) missing values	Missing
`garage_qual` has 159 (5.4%) missing values	Missing
`garage_cond` has 159 (5.4%) missing values	Missing
`pool_qc` has 2917 (99.6%) missing values	Missing
`fence` has 2358 (80.5%) missing values	Missing
`pid` has unique values	Unique
`bsmtfin_sf_1` has 930 (31.7%) zeros	Zeros
`bsmtfin_sf_2` has 2578 (88.0%) zeros	Zeros
`bsmt_unf_sf` has 244 (8.3%) zeros	Zeros
`total_bsmt_sf` has 79 (2.7%) zeros	Zeros
`2nd_flr_sf` has 1678 (57.3%) zeros	Zeros
`garage_cars` has 157 (5.4%) zeros	Zeros
`garage_area` has 157 (5.4%) zeros	Zeros
`wood_deck_sf` has 1526 (52.1%) zeros	Zeros
`open_porch_sf` has 1300 (44.4%) zeros	Zeros

Reproduction

Analysis started	2025-01-08 16:52:36.862380
Analysis finished	2025-01-08 16:54:15.187441
Duration	1 minute and 38.33 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

pid
Real number (ℝ)

High correlation Unique

Distinct	2930
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.144645 × 10⁸

Minimum	5.263011 × 10⁸
Maximum	1.0071001 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	5.263011 × 10⁸
5-th percentile	5.273012 × 10⁸
Q1	5.2847702 × 10⁸
median	5.3545362 × 10⁸
Q3	9.071811 × 10⁸
95-th percentile	9.1640324 × 10⁸
Maximum	1.0071001 × 10⁹
Range	4.8079901 × 10⁸
Interquartile range (IQR)	3.7870408 × 10⁸

Descriptive statistics

Standard deviation	1.8873084 × 10⁸
Coefficient of variation (CV)	0.26415707
Kurtosis	-1.9951464
Mean	7.144645 × 10⁸
Median Absolute Deviation (MAD)	8345605
Skewness	0.05588589
Sum	2.093381 × 10¹²
Variance	3.5619332 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
924151050	1	< 0.1%
526301100	1	< 0.1%
923226180	1	< 0.1%
923226150	1	< 0.1%
923225510	1	< 0.1%
923225260	1	< 0.1%
923225240	1	< 0.1%
923225190	1	< 0.1%
923205120	1	< 0.1%
923203100	1	< 0.1%
Other values (2920)	2920	99.7%

Value	Count	Frequency (%)
526301100	1	< 0.1%
526302030	1	< 0.1%
526302040	1	< 0.1%
526302110	1	< 0.1%
526302120	1	< 0.1%
526303060	1	< 0.1%
526350040	1	< 0.1%
526351010	1	< 0.1%
526351030	1	< 0.1%
526351100	1	< 0.1%

Value	Count	Frequency (%)
1007100110	1	< 0.1%
924152030	1	< 0.1%
924151050	1	< 0.1%
924151040	1	< 0.1%
924100070	1	< 0.1%
924100060	1	< 0.1%
924100050	1	< 0.1%
924100040	1	< 0.1%
924100020	1	< 0.1%
923426070	1	< 0.1%

ms_subclass
Real number (ℝ)

High correlation

Distinct	16
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.387372

Minimum	20
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	20
5-th percentile	20
Q1	20
median	50
Q3	70
95-th percentile	160
Maximum	190
Range	170
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	42.638025
Coefficient of variation (CV)	0.74298618
Kurtosis	1.386775
Mean	57.387372
Median Absolute Deviation (MAD)	30
Skewness	1.3575794
Sum	168145
Variance	1818.0011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
20	1079	36.8%
60	575	19.6%
50	287	9.8%
120	192	6.6%
30	139	4.7%
160	129	4.4%
70	128	4.4%
80	118	4.0%
90	109	3.7%
190	61	2.1%
Other values (6)	113	3.9%

Value	Count	Frequency (%)
20	1079	36.8%
30	139	4.7%
40	6	0.2%
45	18	0.6%
50	287	9.8%
60	575	19.6%
70	128	4.4%
75	23	0.8%
80	118	4.0%
85	48	1.6%

Value	Count	Frequency (%)
190	61	2.1%
180	17	0.6%
160	129	4.4%
150	1	< 0.1%
120	192	6.6%
90	109	3.7%
85	48	1.6%
80	118	4.0%
75	23	0.8%
70	128	4.4%

ms_zoning
Categorical

High correlation Imbalance

Distinct	7
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.3 KiB

RL	2273
RM	462
FV	139
RH	27
C	25
Other values (2)	4

Length

Max length	2
Median length	2
Mean length	1.9901024
Min length	1

Characters and Unicode

Total characters	5831
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RL
2nd row	RH
3rd row	RL
4th row	RL
5th row	RL

Common Values

Value	Count	Frequency (%)
RL	2273	77.6%
RM	462	15.8%
FV	139	4.7%
RH	27	0.9%
C	25	0.9%
A	2	0.1%
I	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rl	2273	77.6%
rm	462	15.8%
fv	139	4.7%
rh	27	0.9%
c	25	0.9%
a	2	0.1%
i	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
R	2762	47.4%
L	2273	39.0%
M	462	7.9%
F	139	2.4%
V	139	2.4%
H	27	0.5%
C	25	0.4%
A	2	< 0.1%
I	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5831	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	2762	47.4%
L	2273	39.0%
M	462	7.9%
F	139	2.4%
V	139	2.4%
H	27	0.5%
C	25	0.4%
A	2	< 0.1%
I	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5831	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	2762	47.4%
L	2273	39.0%
M	462	7.9%
F	139	2.4%
V	139	2.4%
H	27	0.5%
C	25	0.4%
A	2	< 0.1%
I	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5831	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	2762	47.4%
L	2273	39.0%
M	462	7.9%
F	139	2.4%
V	139	2.4%
H	27	0.5%
C	25	0.4%
A	2	< 0.1%
I	2	< 0.1%

lot_area
Real number (ℝ)

Distinct	1960
Distinct (%)	66.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10147.922

Minimum	1300
Maximum	215245
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	1300
5-th percentile	3188.3
Q1	7440.25
median	9436.5
Q3	11555.25
95-th percentile	17131
Maximum	215245
Range	213945
Interquartile range (IQR)	4115

Descriptive statistics

Standard deviation	7880.0178
Coefficient of variation (CV)	0.77651542
Kurtosis	265.02367
Mean	10147.922
Median Absolute Deviation (MAD)	2040
Skewness	12.820898
Sum	29733411
Variance	62094680
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9600	44	1.5%
7200	43	1.5%
6000	34	1.2%
9000	29	1.0%
10800	25	0.9%
8400	21	0.7%
7500	21	0.7%
6240	18	0.6%
1680	18	0.6%
6120	17	0.6%
Other values (1950)	2660	90.8%

Value	Count	Frequency (%)
1300	1	< 0.1%
1470	1	< 0.1%
1476	1	< 0.1%
1477	2	0.1%
1484	1	< 0.1%
1488	1	< 0.1%
1491	1	< 0.1%
1495	1	< 0.1%
1504	1	< 0.1%
1526	2	0.1%

Value	Count	Frequency (%)
215245	1	< 0.1%
164660	1	< 0.1%
159000	1	< 0.1%
115149	1	< 0.1%
70761	1	< 0.1%
63887	1	< 0.1%
57200	1	< 0.1%
56600	1	< 0.1%
53504	1	< 0.1%
53227	1	< 0.1%

street
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

Pave	2918
Grvl	12

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	11720
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Pave
2nd row	Pave
3rd row	Pave
4th row	Pave
5th row	Pave

Common Values

Value	Count	Frequency (%)
Pave	2918	99.6%
Grvl	12	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pave	2918	99.6%
grvl	12	0.4%

Most occurring characters

Value	Count	Frequency (%)
v	2930	25.0%
P	2918	24.9%
a	2918	24.9%
e	2918	24.9%
G	12	0.1%
r	12	0.1%
l	12	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11720	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
v	2930	25.0%
P	2918	24.9%
a	2918	24.9%
e	2918	24.9%
G	12	0.1%
r	12	0.1%
l	12	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11720	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
v	2930	25.0%
P	2918	24.9%
a	2918	24.9%
e	2918	24.9%
G	12	0.1%
r	12	0.1%
l	12	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11720	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
v	2930	25.0%
P	2918	24.9%
a	2918	24.9%
e	2918	24.9%
G	12	0.1%
r	12	0.1%
l	12	0.1%

lot_shape
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

Reg	1859
IR1	979
IR2	76
IR3	16

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	8790
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	IR1
2nd row	Reg
3rd row	IR1
4th row	Reg
5th row	IR1

Common Values

Value	Count	Frequency (%)
Reg	1859	63.4%
IR1	979	33.4%
IR2	76	2.6%
IR3	16	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
reg	1859	63.4%
ir1	979	33.4%
ir2	76	2.6%
ir3	16	0.5%

Most occurring characters

Value	Count	Frequency (%)
R	2930	33.3%
e	1859	21.1%
g	1859	21.1%
I	1071	12.2%
1	979	11.1%
2	76	0.9%
3	16	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8790	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	2930	33.3%
e	1859	21.1%
g	1859	21.1%
I	1071	12.2%
1	979	11.1%
2	76	0.9%
3	16	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8790	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	2930	33.3%
e	1859	21.1%
g	1859	21.1%
I	1071	12.2%
1	979	11.1%
2	76	0.9%
3	16	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8790	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	2930	33.3%
e	1859	21.1%
g	1859	21.1%
I	1071	12.2%
1	979	11.1%
2	76	0.9%
3	16	0.2%

land_contour
Categorical

Imbalance

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

Lvl	2633
HLS	120
Bnk	117
Low	60

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	8790
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Lvl
2nd row	Lvl
3rd row	Lvl
4th row	Lvl
5th row	Lvl

Common Values

Value	Count	Frequency (%)
Lvl	2633	89.9%
HLS	120	4.1%
Bnk	117	4.0%
Low	60	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
lvl	2633	89.9%
hls	120	4.1%
bnk	117	4.0%
low	60	2.0%

Most occurring characters

Value	Count	Frequency (%)
L	2813	32.0%
v	2633	30.0%
l	2633	30.0%
H	120	1.4%
S	120	1.4%
B	117	1.3%
n	117	1.3%
k	117	1.3%
o	60	0.7%
w	60	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8790	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	2813	32.0%
v	2633	30.0%
l	2633	30.0%
H	120	1.4%
S	120	1.4%
B	117	1.3%
n	117	1.3%
k	117	1.3%
o	60	0.7%
w	60	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8790	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	2813	32.0%
v	2633	30.0%
l	2633	30.0%
H	120	1.4%
S	120	1.4%
B	117	1.3%
n	117	1.3%
k	117	1.3%
o	60	0.7%
w	60	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8790	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	2813	32.0%
v	2633	30.0%
l	2633	30.0%
H	120	1.4%
S	120	1.4%
B	117	1.3%
n	117	1.3%
k	117	1.3%
o	60	0.7%
w	60	0.7%

utilities
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

AllPub	2927
NoSewr	2
NoSeWa	1

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	17580
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	AllPub
2nd row	AllPub
3rd row	AllPub
4th row	AllPub
5th row	AllPub

Common Values

Value	Count	Frequency (%)
AllPub	2927	99.9%
NoSewr	2	0.1%
NoSeWa	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
allpub	2927	99.9%
nosewr	2	0.1%
nosewa	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
l	5854	33.3%
A	2927	16.6%
P	2927	16.6%
u	2927	16.6%
b	2927	16.6%
N	3	< 0.1%
o	3	< 0.1%
S	3	< 0.1%
e	3	< 0.1%
w	2	< 0.1%
Other values (3)	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17580	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	5854	33.3%
A	2927	16.6%
P	2927	16.6%
u	2927	16.6%
b	2927	16.6%
N	3	< 0.1%
o	3	< 0.1%
S	3	< 0.1%
e	3	< 0.1%
w	2	< 0.1%
Other values (3)	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17580	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	5854	33.3%
A	2927	16.6%
P	2927	16.6%
u	2927	16.6%
b	2927	16.6%
N	3	< 0.1%
o	3	< 0.1%
S	3	< 0.1%
e	3	< 0.1%
w	2	< 0.1%
Other values (3)	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17580	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	5854	33.3%
A	2927	16.6%
P	2927	16.6%
u	2927	16.6%
b	2927	16.6%
N	3	< 0.1%
o	3	< 0.1%
S	3	< 0.1%
e	3	< 0.1%
w	2	< 0.1%
Other values (3)	4	< 0.1%

lot_config
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

Inside	2140
Corner	511
CulDSac	180
FR2	85
FR3	14

Length

Max length	7
Median length	6
Mean length	5.9600683
Min length	3

Characters and Unicode

Total characters	17463
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Corner
2nd row	Inside
3rd row	Corner
4th row	Corner
5th row	Inside

Common Values

Value	Count	Frequency (%)
Inside	2140	73.0%
Corner	511	17.4%
CulDSac	180	6.1%
FR2	85	2.9%
FR3	14	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
inside	2140	73.0%
corner	511	17.4%
culdsac	180	6.1%
fr2	85	2.9%
fr3	14	0.5%

Most occurring characters

Value	Count	Frequency (%)
n	2651	15.2%
e	2651	15.2%
I	2140	12.3%
s	2140	12.3%
i	2140	12.3%
d	2140	12.3%
r	1022	5.9%
C	691	4.0%
o	511	2.9%
u	180	1.0%
Other values (9)	1197	6.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17463	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	2651	15.2%
e	2651	15.2%
I	2140	12.3%
s	2140	12.3%
i	2140	12.3%
d	2140	12.3%
r	1022	5.9%
C	691	4.0%
o	511	2.9%
u	180	1.0%
Other values (9)	1197	6.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17463	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	2651	15.2%
e	2651	15.2%
I	2140	12.3%
s	2140	12.3%
i	2140	12.3%
d	2140	12.3%
r	1022	5.9%
C	691	4.0%
o	511	2.9%
u	180	1.0%
Other values (9)	1197	6.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17463	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	2651	15.2%
e	2651	15.2%
I	2140	12.3%
s	2140	12.3%
i	2140	12.3%
d	2140	12.3%
r	1022	5.9%
C	691	4.0%
o	511	2.9%
u	180	1.0%
Other values (9)	1197	6.9%

neighborhood
Categorical

High correlation

Distinct	28
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	4.3 KiB

NAmes	443
CollgCr	267
OldTown	239
Edwards	194
Somerst	182
Other values (23)	1605

Length

Max length	7
Median length	7
Mean length	6.4993174
Min length	5

Characters and Unicode

Total characters	19043
Distinct characters	39
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	NAmes
2nd row	NAmes
3rd row	NAmes
4th row	NAmes
5th row	Gilbert

Common Values

Value	Count	Frequency (%)
NAmes	443	15.1%
CollgCr	267	9.1%
OldTown	239	8.2%
Edwards	194	6.6%
Somerst	182	6.2%
NridgHt	166	5.7%
Gilbert	165	5.6%
Sawyer	151	5.2%
NWAmes	131	4.5%
SawyerW	125	4.3%
Other values (18)	867	29.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
names	443	15.1%
collgcr	267	9.1%
oldtown	239	8.2%
edwards	194	6.6%
somerst	182	6.2%
nridght	166	5.7%
gilbert	165	5.6%
sawyer	151	5.2%
nwames	131	4.5%
sawyerw	125	4.3%
Other values (18)	867	29.6%

Most occurring characters

Value	Count	Frequency (%)
r	1840	9.7%
e	1832	9.6%
l	1214	6.4%
d	1010	5.3%
s	968	5.1%
o	950	5.0%
m	857	4.5%
w	849	4.5%
N	834	4.4%
C	725	3.8%
Other values (29)	7964	41.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19043	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	1840	9.7%
e	1832	9.6%
l	1214	6.4%
d	1010	5.3%
s	968	5.1%
o	950	5.0%
m	857	4.5%
w	849	4.5%
N	834	4.4%
C	725	3.8%
Other values (29)	7964	41.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19043	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	1840	9.7%
e	1832	9.6%
l	1214	6.4%
d	1010	5.3%
s	968	5.1%
o	950	5.0%
m	857	4.5%
w	849	4.5%
N	834	4.4%
C	725	3.8%
Other values (29)	7964	41.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19043	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	1840	9.7%
e	1832	9.6%
l	1214	6.4%
d	1010	5.3%
s	968	5.1%
o	950	5.0%
m	857	4.5%
w	849	4.5%
N	834	4.4%
C	725	3.8%
Other values (29)	7964	41.8%

condition_1
Categorical

Imbalance

Distinct	9
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.4 KiB

Norm	2522
Feedr	164
Artery	92
RRAn	50
PosN	39
Other values (4)	63

Length

Max length	6
Median length	4
Mean length	4.1187713
Min length	4

Characters and Unicode

Total characters	12068
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Norm
2nd row	Feedr
3rd row	Norm
4th row	Norm
5th row	Norm

Common Values

Value	Count	Frequency (%)
Norm	2522	86.1%
Feedr	164	5.6%
Artery	92	3.1%
RRAn	50	1.7%
PosN	39	1.3%
RRAe	28	1.0%
PosA	20	0.7%
RRNn	9	0.3%
RRNe	6	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
norm	2522	86.1%
feedr	164	5.6%
artery	92	3.1%
rran	50	1.7%
posn	39	1.3%
rrae	28	1.0%
posa	20	0.7%
rrnn	9	0.3%
rrne	6	0.2%

Most occurring characters

Value	Count	Frequency (%)
r	2870	23.8%
o	2581	21.4%
N	2576	21.3%
m	2522	20.9%
e	454	3.8%
A	190	1.6%
R	186	1.5%
F	164	1.4%
d	164	1.4%
t	92	0.8%
Other values (4)	269	2.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12068	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	2870	23.8%
o	2581	21.4%
N	2576	21.3%
m	2522	20.9%
e	454	3.8%
A	190	1.6%
R	186	1.5%
F	164	1.4%
d	164	1.4%
t	92	0.8%
Other values (4)	269	2.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12068	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	2870	23.8%
o	2581	21.4%
N	2576	21.3%
m	2522	20.9%
e	454	3.8%
A	190	1.6%
R	186	1.5%
F	164	1.4%
d	164	1.4%
t	92	0.8%
Other values (4)	269	2.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12068	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	2870	23.8%
o	2581	21.4%
N	2576	21.3%
m	2522	20.9%
e	454	3.8%
A	190	1.6%
R	186	1.5%
F	164	1.4%
d	164	1.4%
t	92	0.8%
Other values (4)	269	2.2%

bldg_type
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

1Fam	2425
TwnhsE	233
Duplex	109
Twnhs	101
2fmCon	62

Length

Max length	6
Median length	4
Mean length	4.3102389
Min length	4

Characters and Unicode

Total characters	12629
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1Fam
2nd row	1Fam
3rd row	1Fam
4th row	1Fam
5th row	1Fam

Common Values

Value	Count	Frequency (%)
1Fam	2425	82.8%
TwnhsE	233	8.0%
Duplex	109	3.7%
Twnhs	101	3.4%
2fmCon	62	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1fam	2425	82.8%
twnhse	233	8.0%
duplex	109	3.7%
twnhs	101	3.4%
2fmcon	62	2.1%

Most occurring characters

Value	Count	Frequency (%)
m	2487	19.7%
1	2425	19.2%
F	2425	19.2%
a	2425	19.2%
n	396	3.1%
T	334	2.6%
w	334	2.6%
h	334	2.6%
s	334	2.6%
E	233	1.8%
Other values (10)	902	7.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12629	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
m	2487	19.7%
1	2425	19.2%
F	2425	19.2%
a	2425	19.2%
n	396	3.1%
T	334	2.6%
w	334	2.6%
h	334	2.6%
s	334	2.6%
E	233	1.8%
Other values (10)	902	7.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12629	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
m	2487	19.7%
1	2425	19.2%
F	2425	19.2%
a	2425	19.2%
n	396	3.1%
T	334	2.6%
w	334	2.6%
h	334	2.6%
s	334	2.6%
E	233	1.8%
Other values (10)	902	7.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12629	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
m	2487	19.7%
1	2425	19.2%
F	2425	19.2%
a	2425	19.2%
n	396	3.1%
T	334	2.6%
w	334	2.6%
h	334	2.6%
s	334	2.6%
E	233	1.8%
Other values (10)	902	7.1%

house_style
Categorical

High correlation

Distinct	8
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.3 KiB

1Story	1481
2Story	873
1.5Fin	314
SLvl	128
SFoyer	83
Other values (3)	51

Length

Max length	6
Median length	6
Mean length	5.912628
Min length	4

Characters and Unicode

Total characters	17324
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1Story
2nd row	1Story
3rd row	1Story
4th row	1Story
5th row	2Story

Common Values

Value	Count	Frequency (%)
1Story	1481	50.5%
2Story	873	29.8%
1.5Fin	314	10.7%
SLvl	128	4.4%
SFoyer	83	2.8%
2.5Unf	24	0.8%
1.5Unf	19	0.6%
2.5Fin	8	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1story	1481	50.5%
2story	873	29.8%
1.5fin	314	10.7%
slvl	128	4.4%
sfoyer	83	2.8%
2.5unf	24	0.8%
1.5unf	19	0.6%
2.5fin	8	0.3%

Most occurring characters

Value	Count	Frequency (%)
S	2565	14.8%
o	2437	14.1%
y	2437	14.1%
r	2437	14.1%
t	2354	13.6%
1	1814	10.5%
2	905	5.2%
F	405	2.3%
.	365	2.1%
5	365	2.1%
Other values (8)	1240	7.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17324	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	2565	14.8%
o	2437	14.1%
y	2437	14.1%
r	2437	14.1%
t	2354	13.6%
1	1814	10.5%
2	905	5.2%
F	405	2.3%
.	365	2.1%
5	365	2.1%
Other values (8)	1240	7.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17324	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	2565	14.8%
o	2437	14.1%
y	2437	14.1%
r	2437	14.1%
t	2354	13.6%
1	1814	10.5%
2	905	5.2%
F	405	2.3%
.	365	2.1%
5	365	2.1%
Other values (8)	1240	7.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17324	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	2565	14.8%
o	2437	14.1%
y	2437	14.1%
r	2437	14.1%
t	2354	13.6%
1	1814	10.5%
2	905	5.2%
F	405	2.3%
.	365	2.1%
5	365	2.1%
Other values (8)	1240	7.2%

overall_qual
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0948805

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	8
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4110261
Coefficient of variation (CV)	0.23151005
Kurtosis	0.05241245
Mean	6.0948805
Median Absolute Deviation (MAD)	1
Skewness	0.19063396
Sum	17858
Variance	1.9909946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	825	28.2%
6	732	25.0%
7	602	20.5%
8	350	11.9%
4	226	7.7%
9	107	3.7%
3	40	1.4%
10	31	1.1%
2	13	0.4%
1	4	0.1%

Value	Count	Frequency (%)
1	4	0.1%
2	13	0.4%
3	40	1.4%
4	226	7.7%
5	825	28.2%
6	732	25.0%
7	602	20.5%
8	350	11.9%
9	107	3.7%
10	31	1.1%

Value	Count	Frequency (%)
10	31	1.1%
9	107	3.7%
8	350	11.9%
7	602	20.5%
6	732	25.0%
5	825	28.2%
4	226	7.7%
3	40	1.4%
2	13	0.4%
1	4	0.1%

overall_cond
Real number (ℝ)

Distinct	9
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5631399

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	5
Q3	6
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1115366
Coefficient of variation (CV)	0.19980381
Kurtosis	1.4914497
Mean	5.5631399
Median Absolute Deviation (MAD)	0
Skewness	0.57442948
Sum	16300
Variance	1.2355135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
5	1654	56.5%
6	533	18.2%
7	390	13.3%
8	144	4.9%
4	101	3.4%
3	50	1.7%
9	41	1.4%
2	10	0.3%
1	7	0.2%

Value	Count	Frequency (%)
1	7	0.2%
2	10	0.3%
3	50	1.7%
4	101	3.4%
5	1654	56.5%
6	533	18.2%
7	390	13.3%
8	144	4.9%
9	41	1.4%

Value	Count	Frequency (%)
9	41	1.4%
8	144	4.9%
7	390	13.3%
6	533	18.2%
5	1654	56.5%
4	101	3.4%
3	50	1.7%
2	10	0.3%
1	7	0.2%

year_built
Real number (ℝ)

High correlation

Distinct	118
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1971.3563

Minimum	1872
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	1872
5-th percentile	1915
Q1	1954
median	1973
Q3	2001
95-th percentile	2007
Maximum	2010
Range	138
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	30.245361
Coefficient of variation (CV)	0.015342412
Kurtosis	-0.50171504
Mean	1971.3563
Median Absolute Deviation (MAD)	25
Skewness	-0.60446222
Sum	5776074
Variance	914.78184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2005	142	4.8%
2006	138	4.7%
2007	109	3.7%
2004	99	3.4%
2003	88	3.0%
1977	57	1.9%
1920	57	1.9%
1976	54	1.8%
1999	52	1.8%
2008	49	1.7%
Other values (108)	2085	71.2%

Value	Count	Frequency (%)
1872	1	< 0.1%
1875	1	< 0.1%
1879	1	< 0.1%
1880	5	0.2%
1882	1	< 0.1%
1885	2	0.1%
1890	7	0.2%
1892	2	0.1%
1893	1	< 0.1%
1895	3	0.1%

Value	Count	Frequency (%)
2010	3	0.1%
2009	25	0.9%
2008	49	1.7%
2007	109	3.7%
2006	138	4.7%
2005	142	4.8%
2004	99	3.4%
2003	88	3.0%
2002	47	1.6%
2001	35	1.2%

year_remod_add
Real number (ℝ)

High correlation

Distinct	61
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1984.2666

Minimum	1950
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	1950
5-th percentile	1950
Q1	1965
median	1993
Q3	2004
95-th percentile	2007
Maximum	2010
Range	60
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	20.860286
Coefficient of variation (CV)	0.010512845
Kurtosis	-1.3415159
Mean	1984.2666
Median Absolute Deviation (MAD)	14
Skewness	-0.45186265
Sum	5813901
Variance	435.15153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1950	361	12.3%
2006	202	6.9%
2007	164	5.6%
2005	141	4.8%
2004	111	3.8%
2000	104	3.5%
2003	99	3.4%
2002	82	2.8%
2008	81	2.8%
1998	79	2.7%
Other values (51)	1506	51.4%

Value	Count	Frequency (%)
1950	361	12.3%
1951	14	0.5%
1952	15	0.5%
1953	20	0.7%
1954	28	1.0%
1955	25	0.9%
1956	30	1.0%
1957	20	0.7%
1958	34	1.2%
1959	30	1.0%

Value	Count	Frequency (%)
2010	13	0.4%
2009	34	1.2%
2008	81	2.8%
2007	164	5.6%
2006	202	6.9%
2005	141	4.8%
2004	111	3.8%
2003	99	3.4%
2002	82	2.8%
2001	49	1.7%

roof_style
Categorical

Imbalance

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

Gable	2321
Hip	551
Gambrel	22
Flat	20
Mansard	11

Length

Max length	7
Median length	5
Mean length	4.637884
Min length	3

Characters and Unicode

Total characters	13589
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Hip
2nd row	Gable
3rd row	Hip
4th row	Hip
5th row	Gable

Common Values

Value	Count	Frequency (%)
Gable	2321	79.2%
Hip	551	18.8%
Gambrel	22	0.8%
Flat	20	0.7%
Mansard	11	0.4%
Shed	5	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gable	2321	79.2%
hip	551	18.8%
gambrel	22	0.8%
flat	20	0.7%
mansard	11	0.4%
shed	5	0.2%

Most occurring characters

Value	Count	Frequency (%)
a	2385	17.6%
l	2363	17.4%
e	2348	17.3%
G	2343	17.2%
b	2343	17.2%
H	551	4.1%
i	551	4.1%
p	551	4.1%
r	33	0.2%
m	22	0.2%
Other values (8)	99	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13589	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2385	17.6%
l	2363	17.4%
e	2348	17.3%
G	2343	17.2%
b	2343	17.2%
H	551	4.1%
i	551	4.1%
p	551	4.1%
r	33	0.2%
m	22	0.2%
Other values (8)	99	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13589	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2385	17.6%
l	2363	17.4%
e	2348	17.3%
G	2343	17.2%
b	2343	17.2%
H	551	4.1%
i	551	4.1%
p	551	4.1%
r	33	0.2%
m	22	0.2%
Other values (8)	99	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13589	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2385	17.6%
l	2363	17.4%
e	2348	17.3%
G	2343	17.2%
b	2343	17.2%
H	551	4.1%
i	551	4.1%
p	551	4.1%
r	33	0.2%
m	22	0.2%
Other values (8)	99	0.7%

exterior_1st
Categorical

High correlation

Distinct	16
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

VinylSd	1026
MetalSd	450
HdBoard	442
Wd Sdng	420
Plywood	221
Other values (11)	371

Length

Max length	7
Median length	7
Mean length	6.9832765
Min length	5

Characters and Unicode

Total characters	20461
Distinct characters	32
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.1%

Sample

1st row	BrkFace
2nd row	VinylSd
3rd row	Wd Sdng
4th row	BrkFace
5th row	VinylSd

Common Values

Value	Count	Frequency (%)
VinylSd	1026	35.0%
MetalSd	450	15.4%
HdBoard	442	15.1%
Wd Sdng	420	14.3%
Plywood	221	7.5%
CemntBd	126	4.3%
BrkFace	88	3.0%
WdShing	56	1.9%
AsbShng	44	1.5%
Stucco	43	1.5%
Other values (6)	14	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
vinylsd	1026	30.6%
metalsd	450	13.4%
hdboard	442	13.2%
wd	420	12.5%
sdng	420	12.5%
plywood	221	6.6%
cemntbd	126	3.8%
brkface	88	2.6%
wdshing	56	1.7%
asbshng	44	1.3%
Other values (7)	57	1.7%

Most occurring characters

Value	Count	Frequency (%)
d	3603	17.6%
S	2044	10.0%
l	1699	8.3%
n	1676	8.2%
y	1247	6.1%
i	1082	5.3%
V	1026	5.0%
a	981	4.8%
o	937	4.6%
e	667	3.3%
Other values (22)	5499	26.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20461	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	3603	17.6%
S	2044	10.0%
l	1699	8.3%
n	1676	8.2%
y	1247	6.1%
i	1082	5.3%
V	1026	5.0%
a	981	4.8%
o	937	4.6%
e	667	3.3%
Other values (22)	5499	26.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20461	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	3603	17.6%
S	2044	10.0%
l	1699	8.3%
n	1676	8.2%
y	1247	6.1%
i	1082	5.3%
V	1026	5.0%
a	981	4.8%
o	937	4.6%
e	667	3.3%
Other values (22)	5499	26.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20461	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	3603	17.6%
S	2044	10.0%
l	1699	8.3%
n	1676	8.2%
y	1247	6.1%
i	1082	5.3%
V	1026	5.0%
a	981	4.8%
o	937	4.6%
e	667	3.3%
Other values (22)	5499	26.9%

exterior_2nd
Categorical

High correlation

Distinct	17
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

VinylSd	1015
MetalSd	447
HdBoard	406
Wd Sdng	397
Plywood	274
Other values (12)	391

Length

Max length	7
Median length	7
Mean length	6.978157
Min length	5

Characters and Unicode

Total characters	20446
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.1%

Sample

1st row	Plywood
2nd row	VinylSd
3rd row	Wd Sdng
4th row	BrkFace
5th row	VinylSd

Common Values

Value	Count	Frequency (%)
VinylSd	1015	34.6%
MetalSd	447	15.3%
HdBoard	406	13.9%
Wd Sdng	397	13.5%
Plywood	274	9.4%
CmentBd	126	4.3%
Wd Shng	81	2.8%
Stucco	47	1.6%
BrkFace	47	1.6%
AsbShng	38	1.3%
Other values (7)	52	1.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
vinylsd	1015	29.6%
wd	478	13.9%
metalsd	447	13.0%
hdboard	406	11.8%
sdng	397	11.6%
plywood	274	8.0%
cmentbd	126	3.7%
shng	81	2.4%
stucco	47	1.4%
brkface	47	1.4%
Other values (9)	112	3.3%

Most occurring characters

Value	Count	Frequency (%)
d	3549	17.4%
S	2050	10.0%
l	1739	8.5%
n	1689	8.3%
y	1289	6.3%
V	1015	5.0%
i	1015	5.0%
o	1010	4.9%
a	901	4.4%
t	643	3.1%
Other values (23)	5546	27.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20446	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	3549	17.4%
S	2050	10.0%
l	1739	8.5%
n	1689	8.3%
y	1289	6.3%
V	1015	5.0%
i	1015	5.0%
o	1010	4.9%
a	901	4.4%
t	643	3.1%
Other values (23)	5546	27.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20446	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	3549	17.4%
S	2050	10.0%
l	1739	8.5%
n	1689	8.3%
y	1289	6.3%
V	1015	5.0%
i	1015	5.0%
o	1010	4.9%
a	901	4.4%
t	643	3.1%
Other values (23)	5546	27.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20446	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	3549	17.4%
S	2050	10.0%
l	1739	8.5%
n	1689	8.3%
y	1289	6.3%
V	1015	5.0%
i	1015	5.0%
o	1010	4.9%
a	901	4.4%
t	643	3.1%
Other values (23)	5546	27.1%

exter_qual
Categorical

High correlation

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

TA	1799
Gd	989
Ex	107
Fa	35

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5860
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TA
2nd row	TA
3rd row	TA
4th row	Gd
5th row	TA

Common Values

Value	Count	Frequency (%)
TA	1799	61.4%
Gd	989	33.8%
Ex	107	3.7%
Fa	35	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	1799	61.4%
gd	989	33.8%
ex	107	3.7%
fa	35	1.2%

Most occurring characters

Value	Count	Frequency (%)
T	1799	30.7%
A	1799	30.7%
G	989	16.9%
d	989	16.9%
E	107	1.8%
x	107	1.8%
F	35	0.6%
a	35	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	1799	30.7%
A	1799	30.7%
G	989	16.9%
d	989	16.9%
E	107	1.8%
x	107	1.8%
F	35	0.6%
a	35	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	1799	30.7%
A	1799	30.7%
G	989	16.9%
d	989	16.9%
E	107	1.8%
x	107	1.8%
F	35	0.6%
a	35	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	1799	30.7%
A	1799	30.7%
G	989	16.9%
d	989	16.9%
E	107	1.8%
x	107	1.8%
F	35	0.6%
a	35	0.6%

exter_cond
Categorical

Imbalance

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

TA	2549
Gd	299
Fa	67
Ex	12
Po	3

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5860
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TA
2nd row	TA
3rd row	TA
4th row	TA
5th row	TA

Common Values

Value	Count	Frequency (%)
TA	2549	87.0%
Gd	299	10.2%
Fa	67	2.3%
Ex	12	0.4%
Po	3	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	2549	87.0%
gd	299	10.2%
fa	67	2.3%
ex	12	0.4%
po	3	0.1%

Most occurring characters

Value	Count	Frequency (%)
T	2549	43.5%
A	2549	43.5%
G	299	5.1%
d	299	5.1%
F	67	1.1%
a	67	1.1%
E	12	0.2%
x	12	0.2%
P	3	0.1%
o	3	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	2549	43.5%
A	2549	43.5%
G	299	5.1%
d	299	5.1%
F	67	1.1%
a	67	1.1%
E	12	0.2%
x	12	0.2%
P	3	0.1%
o	3	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	2549	43.5%
A	2549	43.5%
G	299	5.1%
d	299	5.1%
F	67	1.1%
a	67	1.1%
E	12	0.2%
x	12	0.2%
P	3	0.1%
o	3	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	2549	43.5%
A	2549	43.5%
G	299	5.1%
d	299	5.1%
F	67	1.1%
a	67	1.1%
E	12	0.2%
x	12	0.2%
P	3	0.1%
o	3	0.1%

foundation
Categorical

High correlation

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

PConc	1310
CBlock	1244
BrkTil	311
Slab	49
Stone	11

Length

Max length	6
Median length	6
Mean length	5.5122867
Min length	4

Characters and Unicode

Total characters	16151
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CBlock
2nd row	CBlock
3rd row	CBlock
4th row	CBlock
5th row	PConc

Common Values

Value	Count	Frequency (%)
PConc	1310	44.7%
CBlock	1244	42.5%
BrkTil	311	10.6%
Slab	49	1.7%
Stone	11	0.4%
Wood	5	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pconc	1310	44.7%
cblock	1244	42.5%
brktil	311	10.6%
slab	49	1.7%
stone	11	0.4%
wood	5	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	2575	15.9%
C	2554	15.8%
c	2554	15.8%
l	1604	9.9%
k	1555	9.6%
B	1555	9.6%
n	1321	8.2%
P	1310	8.1%
r	311	1.9%
T	311	1.9%
Other values (8)	501	3.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16151	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	2575	15.9%
C	2554	15.8%
c	2554	15.8%
l	1604	9.9%
k	1555	9.6%
B	1555	9.6%
n	1321	8.2%
P	1310	8.1%
r	311	1.9%
T	311	1.9%
Other values (8)	501	3.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16151	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	2575	15.9%
C	2554	15.8%
c	2554	15.8%
l	1604	9.9%
k	1555	9.6%
B	1555	9.6%
n	1321	8.2%
P	1310	8.1%
r	311	1.9%
T	311	1.9%
Other values (8)	501	3.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16151	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	2575	15.9%
C	2554	15.8%
c	2554	15.8%
l	1604	9.9%
k	1555	9.6%
B	1555	9.6%
n	1321	8.2%
P	1310	8.1%
r	311	1.9%
T	311	1.9%
Other values (8)	501	3.1%

bsmt_qual
Categorical

Missing

Distinct	5
Distinct (%)	0.2%
Missing	80
Missing (%)	2.7%
Memory size	3.2 KiB

TA	1283
Gd	1219
Ex	258
Fa	88
Po	2

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5700
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TA
2nd row	TA
3rd row	TA
4th row	TA
5th row	Gd

Common Values

Value	Count	Frequency (%)
TA	1283	43.8%
Gd	1219	41.6%
Ex	258	8.8%
Fa	88	3.0%
Po	2	0.1%
(Missing)	80	2.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	1283	45.0%
gd	1219	42.8%
ex	258	9.1%
fa	88	3.1%
po	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
T	1283	22.5%
A	1283	22.5%
G	1219	21.4%
d	1219	21.4%
E	258	4.5%
x	258	4.5%
F	88	1.5%
a	88	1.5%
P	2	< 0.1%
o	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	1283	22.5%
A	1283	22.5%
G	1219	21.4%
d	1219	21.4%
E	258	4.5%
x	258	4.5%
F	88	1.5%
a	88	1.5%
P	2	< 0.1%
o	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	1283	22.5%
A	1283	22.5%
G	1219	21.4%
d	1219	21.4%
E	258	4.5%
x	258	4.5%
F	88	1.5%
a	88	1.5%
P	2	< 0.1%
o	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	1283	22.5%
A	1283	22.5%
G	1219	21.4%
d	1219	21.4%
E	258	4.5%
x	258	4.5%
F	88	1.5%
a	88	1.5%
P	2	< 0.1%
o	2	< 0.1%

bsmt_cond
Categorical

High correlation Imbalance Missing

Distinct	5
Distinct (%)	0.2%
Missing	80
Missing (%)	2.7%
Memory size	3.2 KiB

TA	2616
Gd	122
Fa	104
Po	5
Ex	3

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5700
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gd
2nd row	TA
3rd row	TA
4th row	TA
5th row	TA

Common Values

Value	Count	Frequency (%)
TA	2616	89.3%
Gd	122	4.2%
Fa	104	3.5%
Po	5	0.2%
Ex	3	0.1%
(Missing)	80	2.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	2616	91.8%
gd	122	4.3%
fa	104	3.6%
po	5	0.2%
ex	3	0.1%

Most occurring characters

Value	Count	Frequency (%)
T	2616	45.9%
A	2616	45.9%
G	122	2.1%
d	122	2.1%
F	104	1.8%
a	104	1.8%
P	5	0.1%
o	5	0.1%
E	3	0.1%
x	3	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	2616	45.9%
A	2616	45.9%
G	122	2.1%
d	122	2.1%
F	104	1.8%
a	104	1.8%
P	5	0.1%
o	5	0.1%
E	3	0.1%
x	3	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	2616	45.9%
A	2616	45.9%
G	122	2.1%
d	122	2.1%
F	104	1.8%
a	104	1.8%
P	5	0.1%
o	5	0.1%
E	3	0.1%
x	3	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5700	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	2616	45.9%
A	2616	45.9%
G	122	2.1%
d	122	2.1%
F	104	1.8%
a	104	1.8%
P	5	0.1%
o	5	0.1%
E	3	0.1%
x	3	0.1%

bsmt_exposure
Categorical

Missing

Distinct	4
Distinct (%)	0.1%
Missing	83
Missing (%)	2.8%
Memory size	3.2 KiB

No	1906
Av	418
Gd	284
Mn	239

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5694
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gd
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	1906	65.1%
Av	418	14.3%
Gd	284	9.7%
Mn	239	8.2%
(Missing)	83	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	1906	66.9%
av	418	14.7%
gd	284	10.0%
mn	239	8.4%

Most occurring characters

Value	Count	Frequency (%)
N	1906	33.5%
o	1906	33.5%
A	418	7.3%
v	418	7.3%
G	284	5.0%
d	284	5.0%
M	239	4.2%
n	239	4.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5694	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	1906	33.5%
o	1906	33.5%
A	418	7.3%
v	418	7.3%
G	284	5.0%
d	284	5.0%
M	239	4.2%
n	239	4.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5694	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	1906	33.5%
o	1906	33.5%
A	418	7.3%
v	418	7.3%
G	284	5.0%
d	284	5.0%
M	239	4.2%
n	239	4.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5694	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	1906	33.5%
o	1906	33.5%
A	418	7.3%
v	418	7.3%
G	284	5.0%
d	284	5.0%
M	239	4.2%
n	239	4.2%

bsmtfin_type_1
Categorical

Missing

Distinct	6
Distinct (%)	0.2%
Missing	80
Missing (%)	2.7%
Memory size	3.2 KiB

GLQ	859
Unf	851
ALQ	429
Rec	288
BLQ	269

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	8550
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BLQ
2nd row	Rec
3rd row	ALQ
4th row	ALQ
5th row	GLQ

Common Values

Value	Count	Frequency (%)
GLQ	859	29.3%
Unf	851	29.0%
ALQ	429	14.6%
Rec	288	9.8%
BLQ	269	9.2%
LwQ	154	5.3%
(Missing)	80	2.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
glq	859	30.1%
unf	851	29.9%
alq	429	15.1%
rec	288	10.1%
blq	269	9.4%
lwq	154	5.4%

Most occurring characters

Value	Count	Frequency (%)
L	1711	20.0%
Q	1711	20.0%
G	859	10.0%
U	851	10.0%
n	851	10.0%
f	851	10.0%
A	429	5.0%
R	288	3.4%
e	288	3.4%
c	288	3.4%
Other values (2)	423	4.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8550	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	1711	20.0%
Q	1711	20.0%
G	859	10.0%
U	851	10.0%
n	851	10.0%
f	851	10.0%
A	429	5.0%
R	288	3.4%
e	288	3.4%
c	288	3.4%
Other values (2)	423	4.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8550	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	1711	20.0%
Q	1711	20.0%
G	859	10.0%
U	851	10.0%
n	851	10.0%
f	851	10.0%
A	429	5.0%
R	288	3.4%
e	288	3.4%
c	288	3.4%
Other values (2)	423	4.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8550	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	1711	20.0%
Q	1711	20.0%
G	859	10.0%
U	851	10.0%
n	851	10.0%
f	851	10.0%
A	429	5.0%
R	288	3.4%
e	288	3.4%
c	288	3.4%
Other values (2)	423	4.9%

bsmtfin_sf_1
Real number (ℝ)

High correlation Zeros

Distinct	995
Distinct (%)	34.0%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	442.62957

Minimum	0
Maximum	5644
Zeros	930
Zeros (%)	31.7%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	370
Q3	734
95-th percentile	1274
Maximum	5644
Range	5644
Interquartile range (IQR)	734

Descriptive statistics

Standard deviation	455.59084
Coefficient of variation (CV)	1.0292824
Kurtosis	6.8592848
Mean	442.62957
Median Absolute Deviation (MAD)	370
Skewness	1.4161822
Sum	1296462
Variance	207563.01
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	930	31.7%
24	27	0.9%
16	14	0.5%
300	9	0.3%
288	8	0.3%
384	8	0.3%
600	8	0.3%
20	8	0.3%
375	7	0.2%
500	7	0.2%
Other values (985)	1903	64.9%

Value	Count	Frequency (%)
0	930	31.7%
2	1	< 0.1%
16	14	0.5%
20	8	0.3%
24	27	0.9%
25	1	< 0.1%
27	1	< 0.1%
28	5	0.2%
32	1	< 0.1%
33	1	< 0.1%

Value	Count	Frequency (%)
5644	1	< 0.1%
4010	1	< 0.1%
2288	1	< 0.1%
2260	1	< 0.1%
2257	1	< 0.1%
2188	1	< 0.1%
2158	1	< 0.1%
2146	1	< 0.1%
2096	1	< 0.1%
2085	1	< 0.1%

bsmtfin_sf_2
Real number (ℝ)

Zeros

Distinct	274
Distinct (%)	9.4%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	49.722431

Minimum	0
Maximum	1526
Zeros	2578
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	435
Maximum	1526
Range	1526
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	169.16848
Coefficient of variation (CV)	3.4022567
Kurtosis	18.781481
Mean	49.722431
Median Absolute Deviation (MAD)	0
Skewness	4.1399785
Sum	145637
Variance	28617.973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2578	88.0%
180	5	0.2%
294	5	0.2%
182	3	0.1%
168	3	0.1%
435	3	0.1%
72	3	0.1%
374	3	0.1%
147	3	0.1%
539	3	0.1%
Other values (264)	320	10.9%

Value	Count	Frequency (%)
0	2578	88.0%
6	1	< 0.1%
12	1	< 0.1%
28	1	< 0.1%
32	1	< 0.1%
35	1	< 0.1%
38	1	< 0.1%
40	2	0.1%
41	2	0.1%
42	2	0.1%

Value	Count	Frequency (%)
1526	1	< 0.1%
1474	1	< 0.1%
1393	1	< 0.1%
1164	1	< 0.1%
1127	1	< 0.1%
1120	1	< 0.1%
1085	1	< 0.1%
1083	1	< 0.1%
1080	1	< 0.1%
1073	1	< 0.1%

bsmt_unf_sf
Real number (ℝ)

High correlation Zeros

Distinct	1137
Distinct (%)	38.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	559.26255

Minimum	0
Maximum	2336
Zeros	244
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	219
median	466
Q3	802
95-th percentile	1473.6
Maximum	2336
Range	2336
Interquartile range (IQR)	583

Descriptive statistics

Standard deviation	439.49415
Coefficient of variation (CV)	0.78584585
Kurtosis	0.40952533
Mean	559.26255
Median Absolute Deviation (MAD)	280
Skewness	0.92305274
Sum	1638080
Variance	193155.11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	244	8.3%
384	19	0.6%
728	14	0.5%
672	13	0.4%
600	12	0.4%
816	11	0.4%
572	11	0.4%
216	11	0.4%
100	11	0.4%
624	10	0.3%
Other values (1127)	2573	87.8%

Value	Count	Frequency (%)
0	244	8.3%
14	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
20	1	< 0.1%
22	1	< 0.1%
23	2	0.1%
25	3	0.1%
26	1	< 0.1%
27	1	< 0.1%

Value	Count	Frequency (%)
2336	1	< 0.1%
2153	1	< 0.1%
2140	1	< 0.1%
2121	1	< 0.1%
2062	1	< 0.1%
2046	1	< 0.1%
2042	1	< 0.1%
2002	1	< 0.1%
1969	1	< 0.1%
1967	1	< 0.1%

total_bsmt_sf
Real number (ℝ)

High correlation Zeros

Distinct	1058
Distinct (%)	36.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1051.6145

Minimum	0
Maximum	6110
Zeros	79
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	453
Q1	793
median	990
Q3	1302
95-th percentile	1776
Maximum	6110
Range	6110
Interquartile range (IQR)	509

Descriptive statistics

Standard deviation	440.61507
Coefficient of variation (CV)	0.41898913
Kurtosis	9.1356123
Mean	1051.6145
Median Absolute Deviation (MAD)	236
Skewness	1.1562043
Sum	3080179
Variance	194141.64
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	79	2.7%
864	74	2.5%
672	29	1.0%
912	26	0.9%
1040	25	0.9%
768	24	0.8%
816	23	0.8%
728	21	0.7%
384	19	0.6%
1008	19	0.6%
Other values (1048)	2590	88.4%

Value	Count	Frequency (%)
0	79	2.7%
105	1	< 0.1%
160	1	< 0.1%
173	1	< 0.1%
190	1	< 0.1%
192	1	< 0.1%
216	2	0.1%
240	1	< 0.1%
245	1	< 0.1%
264	4	0.1%

Value	Count	Frequency (%)
6110	1	< 0.1%
5095	1	< 0.1%
3206	1	< 0.1%
3200	1	< 0.1%
3138	1	< 0.1%
3094	1	< 0.1%
2846	1	< 0.1%
2660	1	< 0.1%
2633	1	< 0.1%
2630	1	< 0.1%

heating_qc
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

Ex	1495
TA	864
Gd	476
Fa	92
Po	3

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5860
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fa
2nd row	TA
3rd row	TA
4th row	Ex
5th row	Gd

Common Values

Value	Count	Frequency (%)
Ex	1495	51.0%
TA	864	29.5%
Gd	476	16.2%
Fa	92	3.1%
Po	3	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ex	1495	51.0%
ta	864	29.5%
gd	476	16.2%
fa	92	3.1%
po	3	0.1%

Most occurring characters

Value	Count	Frequency (%)
E	1495	25.5%
x	1495	25.5%
T	864	14.7%
A	864	14.7%
G	476	8.1%
d	476	8.1%
F	92	1.6%
a	92	1.6%
P	3	0.1%
o	3	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	1495	25.5%
x	1495	25.5%
T	864	14.7%
A	864	14.7%
G	476	8.1%
d	476	8.1%
F	92	1.6%
a	92	1.6%
P	3	0.1%
o	3	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	1495	25.5%
x	1495	25.5%
T	864	14.7%
A	864	14.7%
G	476	8.1%
d	476	8.1%
F	92	1.6%
a	92	1.6%
P	3	0.1%
o	3	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	1495	25.5%
x	1495	25.5%
T	864	14.7%
A	864	14.7%
G	476	8.1%
d	476	8.1%
F	92	1.6%
a	92	1.6%
P	3	0.1%
o	3	0.1%

central_air
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

Y	2734
N	196

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2930
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	2734	93.3%
N	196	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
y	2734	93.3%
n	196	6.7%

Most occurring characters

Value	Count	Frequency (%)
Y	2734	93.3%
N	196	6.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Y	2734	93.3%
N	196	6.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Y	2734	93.3%
N	196	6.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Y	2734	93.3%
N	196	6.7%

electrical
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Memory size	3.2 KiB

SBrkr	2682
FuseA	188
FuseF	50
FuseP	8
Mix	1

Length

Max length	5
Median length	5
Mean length	4.9993172
Min length	3

Characters and Unicode

Total characters	14643
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	SBrkr
2nd row	SBrkr
3rd row	SBrkr
4th row	SBrkr
5th row	SBrkr

Common Values

Value	Count	Frequency (%)
SBrkr	2682	91.5%
FuseA	188	6.4%
FuseF	50	1.7%
FuseP	8	0.3%
Mix	1	< 0.1%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sbrkr	2682	91.6%
fusea	188	6.4%
fusef	50	1.7%
fusep	8	0.3%
mix	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
r	5364	36.6%
S	2682	18.3%
B	2682	18.3%
k	2682	18.3%
F	296	2.0%
u	246	1.7%
s	246	1.7%
e	246	1.7%
A	188	1.3%
P	8	0.1%
Other values (3)	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14643	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	5364	36.6%
S	2682	18.3%
B	2682	18.3%
k	2682	18.3%
F	296	2.0%
u	246	1.7%
s	246	1.7%
e	246	1.7%
A	188	1.3%
P	8	0.1%
Other values (3)	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14643	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	5364	36.6%
S	2682	18.3%
B	2682	18.3%
k	2682	18.3%
F	296	2.0%
u	246	1.7%
s	246	1.7%
e	246	1.7%
A	188	1.3%
P	8	0.1%
Other values (3)	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14643	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	5364	36.6%
S	2682	18.3%
B	2682	18.3%
k	2682	18.3%
F	296	2.0%
u	246	1.7%
s	246	1.7%
e	246	1.7%
A	188	1.3%
P	8	0.1%
Other values (3)	3	< 0.1%

1st_flr_sf
Real number (ℝ)

High correlation

Distinct	1083
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1159.5577

Minimum	334
Maximum	5095
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	334
5-th percentile	665.45
Q1	876.25
median	1084
Q3	1384
95-th percentile	1829.55
Maximum	5095
Range	4761
Interquartile range (IQR)	507.75

Descriptive statistics

Standard deviation	391.89089
Coefficient of variation (CV)	0.33796584
Kurtosis	6.9688085
Mean	1159.5577
Median Absolute Deviation (MAD)	236
Skewness	1.4694286
Sum	3397504
Variance	153578.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	46	1.6%
1040	28	1.0%
912	19	0.6%
816	18	0.6%
960	18	0.6%
848	18	0.6%
894	17	0.6%
936	17	0.6%
672	17	0.6%
546	15	0.5%
Other values (1073)	2717	92.7%

Value	Count	Frequency (%)
334	1	< 0.1%
372	1	< 0.1%
407	1	< 0.1%
432	1	< 0.1%
438	1	< 0.1%
442	1	< 0.1%
448	1	< 0.1%
453	1	< 0.1%
480	1	< 0.1%
483	13	0.4%

Value	Count	Frequency (%)
5095	1	< 0.1%
4692	1	< 0.1%
3820	1	< 0.1%
3228	1	< 0.1%
3138	1	< 0.1%
2898	1	< 0.1%
2726	1	< 0.1%
2696	1	< 0.1%
2674	1	< 0.1%
2633	1	< 0.1%

2nd_flr_sf
Real number (ℝ)

High correlation Zeros

Distinct	635
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	335.45597

Minimum	0
Maximum	2065
Zeros	1678
Zeros (%)	57.3%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	703.75
95-th percentile	1130.1
Maximum	2065
Range	2065
Interquartile range (IQR)	703.75

Descriptive statistics

Standard deviation	428.39572
Coefficient of variation (CV)	1.277055
Kurtosis	-0.4148613
Mean	335.45597
Median Absolute Deviation (MAD)	0
Skewness	0.86645675
Sum	982886
Variance	183522.89
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1678	57.3%
546	23	0.8%
728	18	0.6%
504	17	0.6%
600	13	0.4%
672	13	0.4%
720	13	0.4%
896	11	0.4%
886	10	0.3%
780	9	0.3%
Other values (625)	1125	38.4%

Value	Count	Frequency (%)
0	1678	57.3%
110	1	< 0.1%
125	1	< 0.1%
144	1	< 0.1%
167	1	< 0.1%
180	1	< 0.1%
182	1	< 0.1%
185	1	< 0.1%
192	1	< 0.1%
208	2	0.1%

Value	Count	Frequency (%)
2065	1	< 0.1%
1872	1	< 0.1%
1862	1	< 0.1%
1836	1	< 0.1%
1818	1	< 0.1%
1796	1	< 0.1%
1788	1	< 0.1%
1778	1	< 0.1%
1721	1	< 0.1%
1629	1	< 0.1%

gr_liv_area
Real number (ℝ)

High correlation

Distinct	1292
Distinct (%)	44.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1499.6904

Minimum	334
Maximum	5642
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	334
5-th percentile	861
Q1	1126
median	1442
Q3	1742.75
95-th percentile	2463.1
Maximum	5642
Range	5308
Interquartile range (IQR)	616.75

Descriptive statistics

Standard deviation	505.50889
Coefficient of variation (CV)	0.33707549
Kurtosis	4.1378382
Mean	1499.6904
Median Absolute Deviation (MAD)	311
Skewness	1.2741097
Sum	4394093
Variance	255539.24
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	41	1.4%
1092	26	0.9%
1040	25	0.9%
1456	20	0.7%
1200	18	0.6%
894	15	0.5%
912	14	0.5%
816	14	0.5%
1728	13	0.4%
848	13	0.4%
Other values (1282)	2731	93.2%

Value	Count	Frequency (%)
334	1	< 0.1%
407	1	< 0.1%
438	1	< 0.1%
480	1	< 0.1%
492	1	< 0.1%
498	1	< 0.1%
520	1	< 0.1%
540	1	< 0.1%
572	1	< 0.1%
599	1	< 0.1%

Value	Count	Frequency (%)
5642	1	< 0.1%
5095	1	< 0.1%
4676	1	< 0.1%
4476	1	< 0.1%
4316	1	< 0.1%
3820	1	< 0.1%
3672	1	< 0.1%
3627	1	< 0.1%
3608	1	< 0.1%
3500	1	< 0.1%

bsmt_full_bath
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	2
Missing (%)	0.1%
Memory size	23.0 KiB

0.0	1707
1.0	1181
2.0	38
3.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	8784
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1707	58.3%
1.0	1181	40.3%
2.0	38	1.3%
3.0	2	0.1%
(Missing)	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1707	58.3%
1.0	1181	40.3%
2.0	38	1.3%
3.0	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	4635	52.8%
.	2928	33.3%
1	1181	13.4%
2	38	0.4%
3	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8784	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4635	52.8%
.	2928	33.3%
1	1181	13.4%
2	38	0.4%
3	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8784	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4635	52.8%
.	2928	33.3%
1	1181	13.4%
2	38	0.4%
3	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8784	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4635	52.8%
.	2928	33.3%
1	1181	13.4%
2	38	0.4%
3	2	< 0.1%

bsmt_half_bath
Categorical

Imbalance

Distinct	3
Distinct (%)	0.1%
Missing	2
Missing (%)	0.1%
Memory size	23.0 KiB

0.0	2753
1.0	171
2.0	4

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	8784
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2753	94.0%
1.0	171	5.8%
2.0	4	0.1%
(Missing)	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2753	94.0%
1.0	171	5.8%
2.0	4	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	5681	64.7%
.	2928	33.3%
1	171	1.9%
2	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8784	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	5681	64.7%
.	2928	33.3%
1	171	1.9%
2	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8784	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	5681	64.7%
.	2928	33.3%
1	171	1.9%
2	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8784	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	5681	64.7%
.	2928	33.3%
1	171	1.9%
2	4	< 0.1%

full_bath
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	23.0 KiB

2	1532
1	1318
3	64
0	12
4	4

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2930
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	1532	52.3%
1	1318	45.0%
3	64	2.2%
0	12	0.4%
4	4	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	1532	52.3%
1	1318	45.0%
3	64	2.2%
0	12	0.4%
4	4	0.1%

Most occurring characters

Value	Count	Frequency (%)
2	1532	52.3%
1	1318	45.0%
3	64	2.2%
0	12	0.4%
4	4	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	1532	52.3%
1	1318	45.0%
3	64	2.2%
0	12	0.4%
4	4	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	1532	52.3%
1	1318	45.0%
3	64	2.2%
0	12	0.4%
4	4	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	1532	52.3%
1	1318	45.0%
3	64	2.2%
0	12	0.4%
4	4	0.1%

half_bath
Categorical

High correlation

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	23.0 KiB

0	1843
1	1062
2	25

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2930
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	1843	62.9%
1	1062	36.2%
2	25	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1843	62.9%
1	1062	36.2%
2	25	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	1843	62.9%
1	1062	36.2%
2	25	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1843	62.9%
1	1062	36.2%
2	25	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1843	62.9%
1	1062	36.2%
2	25	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1843	62.9%
1	1062	36.2%
2	25	0.9%

bedroom_abvgr
Real number (ℝ)

High correlation

Distinct	8
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8542662

Minimum	0
Maximum	8
Zeros	8
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.82773114
Coefficient of variation (CV)	0.28999788
Kurtosis	1.8914207
Mean	2.8542662
Median Absolute Deviation (MAD)	0
Skewness	0.30569421
Sum	8363
Variance	0.68513884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	1597	54.5%
2	743	25.4%
4	400	13.7%
1	112	3.8%
5	48	1.6%
6	21	0.7%
0	8	0.3%
8	1	< 0.1%

Value	Count	Frequency (%)
0	8	0.3%
1	112	3.8%
2	743	25.4%
3	1597	54.5%
4	400	13.7%
5	48	1.6%
6	21	0.7%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
6	21	0.7%
5	48	1.6%
4	400	13.7%
3	1597	54.5%
2	743	25.4%
1	112	3.8%
0	8	0.3%

kitchen_abvgr
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	23.0 KiB

1	2796
2	129
0	3
3	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2930
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	2796	95.4%
2	129	4.4%
0	3	0.1%
3	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	2796	95.4%
2	129	4.4%
0	3	0.1%
3	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
1	2796	95.4%
2	129	4.4%
0	3	0.1%
3	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	2796	95.4%
2	129	4.4%
0	3	0.1%
3	2	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	2796	95.4%
2	129	4.4%
0	3	0.1%
3	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	2796	95.4%
2	129	4.4%
0	3	0.1%
3	2	0.1%

kitchen_qual
Categorical

High correlation

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

TA	1494
Gd	1160
Ex	205
Fa	70
Po	1

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5860
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	TA
2nd row	TA
3rd row	Gd
4th row	Ex
5th row	TA

Common Values

Value	Count	Frequency (%)
TA	1494	51.0%
Gd	1160	39.6%
Ex	205	7.0%
Fa	70	2.4%
Po	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	1494	51.0%
gd	1160	39.6%
ex	205	7.0%
fa	70	2.4%
po	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
T	1494	25.5%
A	1494	25.5%
G	1160	19.8%
d	1160	19.8%
E	205	3.5%
x	205	3.5%
F	70	1.2%
a	70	1.2%
P	1	< 0.1%
o	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	1494	25.5%
A	1494	25.5%
G	1160	19.8%
d	1160	19.8%
E	205	3.5%
x	205	3.5%
F	70	1.2%
a	70	1.2%
P	1	< 0.1%
o	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	1494	25.5%
A	1494	25.5%
G	1160	19.8%
d	1160	19.8%
E	205	3.5%
x	205	3.5%
F	70	1.2%
a	70	1.2%
P	1	< 0.1%
o	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5860	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	1494	25.5%
A	1494	25.5%
G	1160	19.8%
d	1160	19.8%
E	205	3.5%
x	205	3.5%
F	70	1.2%
a	70	1.2%
P	1	< 0.1%
o	1	< 0.1%

totrms_abvgrd
Real number (ℝ)

High correlation

Distinct	14
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4430034

Minimum	2
Maximum	15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	2
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	9
Maximum	15
Range	13
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5729644
Coefficient of variation (CV)	0.24413527
Kurtosis	1.1545882
Mean	6.4430034
Median Absolute Deviation (MAD)	1
Skewness	0.75354256
Sum	18878
Variance	2.474217
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
6	844	28.8%
7	649	22.2%
5	586	20.0%
8	347	11.8%
4	203	6.9%
9	143	4.9%
10	80	2.7%
11	32	1.1%
3	26	0.9%
12	16	0.5%
Other values (4)	4	0.1%

Value	Count	Frequency (%)
2	1	< 0.1%
3	26	0.9%
4	203	6.9%
5	586	20.0%
6	844	28.8%
7	649	22.2%
8	347	11.8%
9	143	4.9%
10	80	2.7%
11	32	1.1%

Value	Count	Frequency (%)
15	1	< 0.1%
14	1	< 0.1%
13	1	< 0.1%
12	16	0.5%
11	32	1.1%
10	80	2.7%
9	143	4.9%
8	347	11.8%
7	649	22.2%
6	844	28.8%

functional
Categorical

Imbalance

Distinct	8
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.3 KiB

Typ	2728
Min2	70
Min1	65
Mod	35
Maj1	19
Other values (3)	13

Length

Max length	4
Median length	3
Mean length	3.0556314
Min length	3

Characters and Unicode

Total characters	8953
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Typ
2nd row	Typ
3rd row	Typ
4th row	Typ
5th row	Typ

Common Values

Value	Count	Frequency (%)
Typ	2728	93.1%
Min2	70	2.4%
Min1	65	2.2%
Mod	35	1.2%
Maj1	19	0.6%
Maj2	9	0.3%
Sal	2	0.1%
Sev	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
typ	2728	93.1%
min2	70	2.4%
min1	65	2.2%
mod	35	1.2%
maj1	19	0.6%
maj2	9	0.3%
sal	2	0.1%
sev	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
T	2728	30.5%
y	2728	30.5%
p	2728	30.5%
M	198	2.2%
i	135	1.5%
n	135	1.5%
1	84	0.9%
2	79	0.9%
o	35	0.4%
d	35	0.4%
Other values (6)	68	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8953	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	2728	30.5%
y	2728	30.5%
p	2728	30.5%
M	198	2.2%
i	135	1.5%
n	135	1.5%
1	84	0.9%
2	79	0.9%
o	35	0.4%
d	35	0.4%
Other values (6)	68	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8953	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	2728	30.5%
y	2728	30.5%
p	2728	30.5%
M	198	2.2%
i	135	1.5%
n	135	1.5%
1	84	0.9%
2	79	0.9%
o	35	0.4%
d	35	0.4%
Other values (6)	68	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8953	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	2728	30.5%
y	2728	30.5%
p	2728	30.5%
M	198	2.2%
i	135	1.5%
n	135	1.5%
1	84	0.9%
2	79	0.9%
o	35	0.4%
d	35	0.4%
Other values (6)	68	0.8%

fireplaces
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	23.0 KiB

0	1422
1	1274
2	221
3	12
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2930
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	2
2nd row	0
3rd row	0
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
0	1422	48.5%
1	1274	43.5%
2	221	7.5%
3	12	0.4%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1422	48.5%
1	1274	43.5%
2	221	7.5%
3	12	0.4%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	1422	48.5%
1	1274	43.5%
2	221	7.5%
3	12	0.4%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1422	48.5%
1	1274	43.5%
2	221	7.5%
3	12	0.4%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1422	48.5%
1	1274	43.5%
2	221	7.5%
3	12	0.4%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1422	48.5%
1	1274	43.5%
2	221	7.5%
3	12	0.4%
4	1	< 0.1%

fireplace_qu
Categorical

Missing

Distinct	5
Distinct (%)	0.3%
Missing	1422
Missing (%)	48.5%
Memory size	3.2 KiB

Gd	744
TA	600
Fa	75
Po	46
Ex	43

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	3016
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gd
2nd row	TA
3rd row	TA
4th row	Gd
5th row	TA

Common Values

Value	Count	Frequency (%)
Gd	744	25.4%
TA	600	20.5%
Fa	75	2.6%
Po	46	1.6%
Ex	43	1.5%
(Missing)	1422	48.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gd	744	49.3%
ta	600	39.8%
fa	75	5.0%
po	46	3.1%
ex	43	2.9%

Most occurring characters

Value	Count	Frequency (%)
G	744	24.7%
d	744	24.7%
T	600	19.9%
A	600	19.9%
F	75	2.5%
a	75	2.5%
P	46	1.5%
o	46	1.5%
E	43	1.4%
x	43	1.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3016	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
G	744	24.7%
d	744	24.7%
T	600	19.9%
A	600	19.9%
F	75	2.5%
a	75	2.5%
P	46	1.5%
o	46	1.5%
E	43	1.4%
x	43	1.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3016	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
G	744	24.7%
d	744	24.7%
T	600	19.9%
A	600	19.9%
F	75	2.5%
a	75	2.5%
P	46	1.5%
o	46	1.5%
E	43	1.4%
x	43	1.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3016	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
G	744	24.7%
d	744	24.7%
T	600	19.9%
A	600	19.9%
F	75	2.5%
a	75	2.5%
P	46	1.5%
o	46	1.5%
E	43	1.4%
x	43	1.4%

garage_type
Categorical

Missing

Distinct	6
Distinct (%)	0.2%
Missing	157
Missing (%)	5.4%
Memory size	3.2 KiB

Attchd	1731
Detchd	782
BuiltIn	186
Basment	36
2Types	23

Length

Max length	7
Median length	6
Mean length	6.085467
Min length	6

Characters and Unicode

Total characters	16875
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Attchd
2nd row	Attchd
3rd row	Attchd
4th row	Attchd
5th row	Attchd

Common Values

Value	Count	Frequency (%)
Attchd	1731	59.1%
Detchd	782	26.7%
BuiltIn	186	6.3%
Basment	36	1.2%
2Types	23	0.8%
CarPort	15	0.5%
(Missing)	157	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
attchd	1731	62.4%
detchd	782	28.2%
builtin	186	6.7%
basment	36	1.3%
2types	23	0.8%
carport	15	0.5%

Most occurring characters

Value	Count	Frequency (%)
t	4481	26.6%
c	2513	14.9%
h	2513	14.9%
d	2513	14.9%
A	1731	10.3%
e	841	5.0%
D	782	4.6%
B	222	1.3%
n	222	1.3%
u	186	1.1%
Other values (14)	871	5.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16875	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	4481	26.6%
c	2513	14.9%
h	2513	14.9%
d	2513	14.9%
A	1731	10.3%
e	841	5.0%
D	782	4.6%
B	222	1.3%
n	222	1.3%
u	186	1.1%
Other values (14)	871	5.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16875	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	4481	26.6%
c	2513	14.9%
h	2513	14.9%
d	2513	14.9%
A	1731	10.3%
e	841	5.0%
D	782	4.6%
B	222	1.3%
n	222	1.3%
u	186	1.1%
Other values (14)	871	5.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16875	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	4481	26.6%
c	2513	14.9%
h	2513	14.9%
d	2513	14.9%
A	1731	10.3%
e	841	5.0%
D	782	4.6%
B	222	1.3%
n	222	1.3%
u	186	1.1%
Other values (14)	871	5.2%

garage_yr_blt
Real number (ℝ)

High correlation Missing

Distinct	103
Distinct (%)	3.7%
Missing	159
Missing (%)	5.4%
Infinite	0
Infinite (%)	0.0%
Mean	1978.1324

Minimum	1895
Maximum	2207
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	1895
5-th percentile	1928
Q1	1960
median	1979
Q3	2002
95-th percentile	2007
Maximum	2207
Range	312
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	25.528411
Coefficient of variation (CV)	0.012905309
Kurtosis	1.8265782
Mean	1978.1324
Median Absolute Deviation (MAD)	21
Skewness	-0.38467176
Sum	5481405
Variance	651.69978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2005	142	4.8%
2006	115	3.9%
2007	115	3.9%
2004	99	3.4%
2003	92	3.1%
1977	66	2.3%
2008	61	2.1%
1998	59	2.0%
2000	55	1.9%
1999	54	1.8%
Other values (93)	1913	65.3%
(Missing)	159	5.4%

Value	Count	Frequency (%)
1895	1	< 0.1%
1896	1	< 0.1%
1900	6	0.2%
1906	1	< 0.1%
1908	1	< 0.1%
1910	10	0.3%
1914	2	0.1%
1915	7	0.2%
1916	6	0.2%
1917	2	0.1%

Value	Count	Frequency (%)
2207	1	< 0.1%
2010	5	0.2%
2009	29	1.0%
2008	61	2.1%
2007	115	3.9%
2006	115	3.9%
2005	142	4.8%
2004	99	3.4%
2003	92	3.1%
2002	53	1.8%

garage_finish
Categorical

Missing

Distinct	3
Distinct (%)	0.1%
Missing	159
Missing (%)	5.4%
Memory size	3.1 KiB

Unf	1231
RFn	812
Fin	728

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	8313
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fin
2nd row	Unf
3rd row	Unf
4th row	Fin
5th row	Fin

Common Values

Value	Count	Frequency (%)
Unf	1231	42.0%
RFn	812	27.7%
Fin	728	24.8%
(Missing)	159	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unf	1231	44.4%
rfn	812	29.3%
fin	728	26.3%

Most occurring characters

Value	Count	Frequency (%)
n	2771	33.3%
F	1540	18.5%
U	1231	14.8%
f	1231	14.8%
R	812	9.8%
i	728	8.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8313	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	2771	33.3%
F	1540	18.5%
U	1231	14.8%
f	1231	14.8%
R	812	9.8%
i	728	8.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8313	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	2771	33.3%
F	1540	18.5%
U	1231	14.8%
f	1231	14.8%
R	812	9.8%
i	728	8.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8313	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	2771	33.3%
F	1540	18.5%
U	1231	14.8%
f	1231	14.8%
R	812	9.8%
i	728	8.8%

garage_cars
Real number (ℝ)

High correlation Zeros

Distinct	6
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.7668146

Minimum	0
Maximum	5
Zeros	157
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	2
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.76056636
Coefficient of variation (CV)	0.43047321
Kurtosis	0.24496945
Mean	1.7668146
Median Absolute Deviation (MAD)	0
Skewness	-0.21983636
Sum	5175
Variance	0.5784612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	1603	54.7%
1	778	26.6%
3	374	12.8%
0	157	5.4%
4	16	0.5%
5	1	< 0.1%
(Missing)	1	< 0.1%

Value	Count	Frequency (%)
0	157	5.4%
1	778	26.6%
2	1603	54.7%
3	374	12.8%
4	16	0.5%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	16	0.5%
3	374	12.8%
2	1603	54.7%
1	778	26.6%
0	157	5.4%

garage_area
Real number (ℝ)

High correlation Zeros

Distinct	603
Distinct (%)	20.6%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	472.81973

Minimum	0
Maximum	1488
Zeros	157
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	320
median	480
Q3	576
95-th percentile	856
Maximum	1488
Range	1488
Interquartile range (IQR)	256

Descriptive statistics

Standard deviation	215.04655
Coefficient of variation (CV)	0.4548172
Kurtosis	0.95102299
Mean	472.81973
Median Absolute Deviation (MAD)	123
Skewness	0.24199424
Sum	1384889
Variance	46245.018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	157	5.4%
576	97	3.3%
440	96	3.3%
484	76	2.6%
240	69	2.4%
528	65	2.2%
400	58	2.0%
480	54	1.8%
264	51	1.7%
288	50	1.7%
Other values (593)	2156	73.6%

Value	Count	Frequency (%)
0	157	5.4%
100	1	< 0.1%
160	3	0.1%
162	2	0.1%
164	2	0.1%
180	16	0.5%
184	1	< 0.1%
185	1	< 0.1%
186	1	< 0.1%
189	1	< 0.1%

Value	Count	Frequency (%)
1488	1	< 0.1%
1418	1	< 0.1%
1390	1	< 0.1%
1356	1	< 0.1%
1348	1	< 0.1%
1314	1	< 0.1%
1248	1	< 0.1%
1231	1	< 0.1%
1220	1	< 0.1%
1200	1	< 0.1%

garage_qual
Categorical

Imbalance Missing

Distinct	5
Distinct (%)	0.2%
Missing	159
Missing (%)	5.4%
Memory size	3.2 KiB

TA	2615
Fa	124
Gd	24
Po	5
Ex	3

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5542
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TA
2nd row	TA
3rd row	TA
4th row	TA
5th row	TA

Common Values

Value	Count	Frequency (%)
TA	2615	89.2%
Fa	124	4.2%
Gd	24	0.8%
Po	5	0.2%
Ex	3	0.1%
(Missing)	159	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	2615	94.4%
fa	124	4.5%
gd	24	0.9%
po	5	0.2%
ex	3	0.1%

Most occurring characters

Value	Count	Frequency (%)
T	2615	47.2%
A	2615	47.2%
F	124	2.2%
a	124	2.2%
G	24	0.4%
d	24	0.4%
P	5	0.1%
o	5	0.1%
E	3	0.1%
x	3	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5542	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	2615	47.2%
A	2615	47.2%
F	124	2.2%
a	124	2.2%
G	24	0.4%
d	24	0.4%
P	5	0.1%
o	5	0.1%
E	3	0.1%
x	3	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5542	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	2615	47.2%
A	2615	47.2%
F	124	2.2%
a	124	2.2%
G	24	0.4%
d	24	0.4%
P	5	0.1%
o	5	0.1%
E	3	0.1%
x	3	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5542	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	2615	47.2%
A	2615	47.2%
F	124	2.2%
a	124	2.2%
G	24	0.4%
d	24	0.4%
P	5	0.1%
o	5	0.1%
E	3	0.1%
x	3	0.1%

garage_cond
Categorical

Imbalance Missing

Distinct	5
Distinct (%)	0.2%
Missing	159
Missing (%)	5.4%
Memory size	3.2 KiB

TA	2665
Fa	74
Gd	15
Po	14
Ex	3

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5542
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TA
2nd row	TA
3rd row	TA
4th row	TA
5th row	TA

Common Values

Value	Count	Frequency (%)
TA	2665	91.0%
Fa	74	2.5%
Gd	15	0.5%
Po	14	0.5%
Ex	3	0.1%
(Missing)	159	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	2665	96.2%
fa	74	2.7%
gd	15	0.5%
po	14	0.5%
ex	3	0.1%

Most occurring characters

Value	Count	Frequency (%)
T	2665	48.1%
A	2665	48.1%
F	74	1.3%
a	74	1.3%
G	15	0.3%
d	15	0.3%
P	14	0.3%
o	14	0.3%
E	3	0.1%
x	3	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5542	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	2665	48.1%
A	2665	48.1%
F	74	1.3%
a	74	1.3%
G	15	0.3%
d	15	0.3%
P	14	0.3%
o	14	0.3%
E	3	0.1%
x	3	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5542	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	2665	48.1%
A	2665	48.1%
F	74	1.3%
a	74	1.3%
G	15	0.3%
d	15	0.3%
P	14	0.3%
o	14	0.3%
E	3	0.1%
x	3	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5542	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	2665	48.1%
A	2665	48.1%
F	74	1.3%
a	74	1.3%
G	15	0.3%
d	15	0.3%
P	14	0.3%
o	14	0.3%
E	3	0.1%
x	3	0.1%

paved_drive
Categorical

Imbalance

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

Y	2652
N	216
P	62

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2930
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	P
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	2652	90.5%
N	216	7.4%
P	62	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
y	2652	90.5%
n	216	7.4%
p	62	2.1%

Most occurring characters

Value	Count	Frequency (%)
Y	2652	90.5%
N	216	7.4%
P	62	2.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Y	2652	90.5%
N	216	7.4%
P	62	2.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Y	2652	90.5%
N	216	7.4%
P	62	2.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2930	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Y	2652	90.5%
N	216	7.4%
P	62	2.1%

wood_deck_sf
Real number (ℝ)

Zeros

Distinct	380
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.751877

Minimum	0
Maximum	1424
Zeros	1526
Zeros (%)	52.1%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	168
95-th percentile	327.55
Maximum	1424
Range	1424
Interquartile range (IQR)	168

Descriptive statistics

Standard deviation	126.36156
Coefficient of variation (CV)	1.3478297
Kurtosis	6.7539552
Mean	93.751877
Median Absolute Deviation (MAD)	0
Skewness	1.8426781
Sum	274693
Variance	15967.244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1526	52.1%
100	74	2.5%
192	70	2.4%
144	61	2.1%
168	56	1.9%
120	53	1.8%
140	29	1.0%
240	20	0.7%
224	19	0.6%
160	17	0.6%
Other values (370)	1005	34.3%

Value	Count	Frequency (%)
0	1526	52.1%
4	1	< 0.1%
12	2	0.1%
14	1	< 0.1%
16	1	< 0.1%
20	1	< 0.1%
22	1	< 0.1%
23	1	< 0.1%
24	5	0.2%
25	2	0.1%

Value	Count	Frequency (%)
1424	1	< 0.1%
870	1	< 0.1%
857	1	< 0.1%
736	1	< 0.1%
728	1	< 0.1%
690	1	< 0.1%
684	1	< 0.1%
670	1	< 0.1%
668	1	< 0.1%
657	1	< 0.1%

open_porch_sf
Real number (ℝ)

Zeros

Distinct	252
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.533447

Minimum	0
Maximum	742
Zeros	1300
Zeros (%)	44.4%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	27
Q3	70
95-th percentile	182.55
Maximum	742
Range	742
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	67.4834
Coefficient of variation (CV)	1.4197035
Kurtosis	10.954343
Mean	47.533447
Median Absolute Deviation (MAD)	27
Skewness	2.5353859
Sum	139273
Variance	4554.0093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1300	44.4%
36	52	1.8%
48	52	1.8%
40	44	1.5%
32	38	1.3%
24	36	1.2%
28	35	1.2%
20	33	1.1%
30	31	1.1%
60	30	1.0%
Other values (242)	1279	43.7%

Value	Count	Frequency (%)
0	1300	44.4%
4	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
10	2	0.1%
11	3	0.1%
12	5	0.2%
15	2	0.1%
16	15	0.5%
17	2	0.1%

Value	Count	Frequency (%)
742	1	< 0.1%
570	1	< 0.1%
547	1	< 0.1%
523	1	< 0.1%
502	1	< 0.1%
484	1	< 0.1%
444	1	< 0.1%
418	1	< 0.1%
406	1	< 0.1%
382	1	< 0.1%

pool_qc
Categorical

High correlation Missing

Distinct	4
Distinct (%)	30.8%
Missing	2917
Missing (%)	99.6%
Memory size	3.2 KiB

Ex	4
Gd	4
TA	3
Fa	2

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	26
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Ex
2nd row	Gd
3rd row	Gd
4th row	Ex
5th row	TA

Common Values

Value	Count	Frequency (%)
Ex	4	0.1%
Gd	4	0.1%
TA	3	0.1%
Fa	2	0.1%
(Missing)	2917	99.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ex	4	30.8%
gd	4	30.8%
ta	3	23.1%
fa	2	15.4%

Most occurring characters

Value	Count	Frequency (%)
E	4	15.4%
x	4	15.4%
G	4	15.4%
d	4	15.4%
T	3	11.5%
A	3	11.5%
F	2	7.7%
a	2	7.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	26	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	4	15.4%
x	4	15.4%
G	4	15.4%
d	4	15.4%
T	3	11.5%
A	3	11.5%
F	2	7.7%
a	2	7.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	26	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	4	15.4%
x	4	15.4%
G	4	15.4%
d	4	15.4%
T	3	11.5%
A	3	11.5%
F	2	7.7%
a	2	7.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	26	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	4	15.4%
x	4	15.4%
G	4	15.4%
d	4	15.4%
T	3	11.5%
A	3	11.5%
F	2	7.7%
a	2	7.7%

fence
Categorical

High correlation Missing

Distinct	4
Distinct (%)	0.7%
Missing	2358
Missing (%)	80.5%
Memory size	3.2 KiB

MnPrv	330
GdPrv	118
GdWo	112
MnWw	12

Length

Max length	5
Median length	5
Mean length	4.7832168
Min length	4

Characters and Unicode

Total characters	2736
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MnPrv
2nd row	MnPrv
3rd row	GdPrv
4th row	MnPrv
5th row	MnPrv

Common Values

Value	Count	Frequency (%)
MnPrv	330	11.3%
GdPrv	118	4.0%
GdWo	112	3.8%
MnWw	12	0.4%
(Missing)	2358	80.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mnprv	330	57.7%
gdprv	118	20.6%
gdwo	112	19.6%
mnww	12	2.1%

Most occurring characters

Value	Count	Frequency (%)
r	448	16.4%
P	448	16.4%
v	448	16.4%
M	342	12.5%
n	342	12.5%
G	230	8.4%
d	230	8.4%
W	124	4.5%
o	112	4.1%
w	12	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2736	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	448	16.4%
P	448	16.4%
v	448	16.4%
M	342	12.5%
n	342	12.5%
G	230	8.4%
d	230	8.4%
W	124	4.5%
o	112	4.1%
w	12	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2736	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	448	16.4%
P	448	16.4%
v	448	16.4%
M	342	12.5%
n	342	12.5%
G	230	8.4%
d	230	8.4%
W	124	4.5%
o	112	4.1%
w	12	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2736	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	448	16.4%
P	448	16.4%
v	448	16.4%
M	342	12.5%
n	342	12.5%
G	230	8.4%
d	230	8.4%
W	124	4.5%
o	112	4.1%
w	12	0.4%

saleprice
Real number (ℝ)

High correlation

Distinct	1032
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180796.06

Minimum	12789
Maximum	755000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.0 KiB

Quantile statistics

Minimum	12789
5-th percentile	87500
Q1	129500
median	160000
Q3	213500
95-th percentile	335000
Maximum	755000
Range	742211
Interquartile range (IQR)	84000

Descriptive statistics

Standard deviation	79886.692
Coefficient of variation (CV)	0.4418608
Kurtosis	5.1189
Mean	180796.06
Median Absolute Deviation (MAD)	37000
Skewness	1.7435001
Sum	5.2973246 × 10⁸
Variance	6.3818836 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135000	34	1.2%
140000	33	1.1%
130000	29	1.0%
155000	28	1.0%
145000	26	0.9%
160000	23	0.8%
110000	21	0.7%
185000	21	0.7%
127000	20	0.7%
120000	20	0.7%
Other values (1022)	2675	91.3%

Value	Count	Frequency (%)
12789	1	< 0.1%
13100	1	< 0.1%
34900	1	< 0.1%
35000	1	< 0.1%
35311	1	< 0.1%
37900	1	< 0.1%
39300	1	< 0.1%
40000	1	< 0.1%
44000	1	< 0.1%
45000	1	< 0.1%

Value	Count	Frequency (%)
755000	1	< 0.1%
745000	1	< 0.1%
625000	1	< 0.1%
615000	1	< 0.1%
611657	1	< 0.1%
610000	1	< 0.1%
591587	1	< 0.1%
584500	1	< 0.1%
582933	1	< 0.1%
556581	1	< 0.1%

Interactions

Correlations

	1st_flr_sf	2nd_flr_sf	bedroom_abvgr	bldg_type	bsmt_cond	bsmt_exposure	bsmt_full_bath	bsmt_half_bath	bsmt_qual	bsmt_unf_sf	bsmtfin_sf_1	bsmtfin_sf_2	bsmtfin_type_1	central_air	condition_1	electrical	exter_cond	exter_qual	exterior_1st	exterior_2nd	fence	fireplace_qu	fireplaces	foundation	full_bath	functional	garage_area	garage_cars	garage_cond	garage_finish	garage_qual	garage_type	garage_yr_blt	gr_liv_area	half_bath	heating_qc	house_style	kitchen_abvgr	kitchen_qual	land_contour	lot_area	lot_config	lot_shape	ms_subclass	ms_zoning	neighborhood	open_porch_sf	overall_cond	overall_qual	paved_drive	pid	pool_qc	roof_style	saleprice	street	total_bsmt_sf	totrms_abvgrd	utilities	wood_deck_sf	year_built	year_remod_add
1st_flr_sf	1.000	-0.326	0.114	0.154	0.020	0.202	0.163	0.031	0.234	0.219	0.334	0.056	0.125	0.166	0.064	0.051	0.000	0.286	0.176	0.111	0.051	0.126	0.237	0.128	0.208	0.000	0.488	0.449	0.086	0.252	0.100	0.170	0.264	0.491	0.136	0.100	0.163	0.025	0.232	0.101	0.439	0.032	0.150	-0.278	0.123	0.227	0.251	-0.187	0.416	0.141	-0.130	0.000	0.155	0.582	0.000	0.828	0.342	0.000	0.206	0.325	0.250
2nd_flr_sf	-0.326	1.000	0.502	0.150	0.056	0.151	0.156	0.033	0.202	0.052	-0.203	-0.118	0.129	0.137	0.048	0.058	0.048	0.201	0.105	0.147	0.151	0.136	0.136	0.168	0.373	0.046	0.090	0.152	0.039	0.241	0.102	0.253	0.081	0.604	0.460	0.124	0.432	0.045	0.159	0.045	0.065	0.038	0.147	0.478	0.146	0.257	0.201	-0.013	0.238	0.113	-0.069	0.000	0.133	0.247	0.000	-0.313	0.555	0.000	0.066	0.023	0.090
bedroom_abvgr	0.114	0.502	1.000	0.313	0.063	0.116	0.242	0.006	0.083	0.168	-0.100	-0.024	0.097	0.158	0.053	0.063	0.000	0.122	0.070	0.078	0.061	0.070	0.075	0.075	0.435	0.016	0.114	0.122	0.034	0.087	0.037	0.130	-0.043	0.526	0.278	0.037	0.236	0.261	0.093	0.107	0.299	0.050	0.063	0.057	0.115	0.213	0.075	-0.012	0.078	0.091	-0.014	0.155	0.148	0.197	0.013	0.056	0.666	0.000	0.029	-0.032	-0.032
bldg_type	0.154	0.150	0.313	1.000	0.053	0.073	0.199	0.065	0.140	0.135	0.029	0.000	0.117	0.271	0.082	0.095	0.110	0.183	0.171	0.212	0.071	0.044	0.110	0.175	0.135	0.053	0.156	0.182	0.041	0.174	0.047	0.143	0.137	0.074	0.245	0.115	0.157	0.501	0.136	0.070	0.032	0.076	0.080	0.853	0.189	0.434	0.056	0.114	0.145	0.132	0.134	1.000	0.045	0.099	0.042	0.137	0.219	0.000	0.060	0.240	0.208
bsmt_cond	0.020	0.056	0.063	0.053	1.000	0.061	0.087	0.023	0.147	0.023	0.029	0.029	0.100	0.232	0.046	0.233	0.162	0.167	0.092	0.083	0.000	0.043	0.019	0.124	0.088	0.122	0.092	0.090	0.133	0.105	0.175	0.076	0.118	0.000	0.045	0.091	0.075	0.016	0.112	0.048	0.000	0.030	0.043	0.083	0.094	0.135	0.000	0.181	0.249	0.160	0.075	1.000	0.053	0.104	0.033	0.031	0.000	0.000	0.024	0.157	0.104
bsmt_exposure	0.202	0.151	0.116	0.073	0.061	1.000	0.194	0.068	0.228	0.124	0.242	0.059	0.214	0.094	0.076	0.068	0.041	0.185	0.134	0.148	0.000	0.081	0.136	0.134	0.096	0.027	0.171	0.177	0.047	0.206	0.059	0.154	0.149	0.104	0.050	0.076	0.237	0.036	0.162	0.190	0.101	0.081	0.120	0.216	0.092	0.280	0.049	0.106	0.219	0.086	0.090	0.272	0.131	0.230	0.033	0.203	0.087	0.000	0.144	0.187	0.163
bsmt_full_bath	0.163	0.156	0.242	0.199	0.087	0.194	1.000	0.105	0.134	0.248	0.374	0.097	0.343	0.114	0.036	0.061	0.026	0.102	0.077	0.080	0.000	0.055	0.116	0.120	0.275	0.000	0.142	0.196	0.060	0.141	0.088	0.141	0.113	0.101	0.182	0.061	0.176	0.168	0.112	0.078	0.121	0.036	0.064	0.240	0.083	0.186	0.101	0.050	0.126	0.101	0.074	0.000	0.120	0.170	0.024	0.198	0.074	0.000	0.161	0.149	0.123
bsmt_half_bath	0.031	0.033	0.006	0.065	0.023	0.068	0.105	1.000	0.046	0.069	0.065	0.104	0.090	0.036	0.000	0.000	0.041	0.058	0.113	0.090	0.048	0.070	0.353	0.082	0.102	0.045	0.055	0.078	0.000	0.018	0.000	0.000	0.071	0.050	0.086	0.036	0.116	0.409	0.028	0.047	0.000	0.047	0.022	0.116	0.019	0.148	0.000	0.072	0.061	0.018	0.029	0.000	0.156	0.044	0.000	0.043	0.054	0.046	0.106	0.109	0.085
bsmt_qual	0.234	0.202	0.083	0.140	0.147	0.228	0.134	0.046	1.000	0.127	0.217	0.046	0.303	0.268	0.136	0.145	0.107	0.468	0.297	0.286	0.095	0.220	0.161	0.373	0.285	0.079	0.302	0.350	0.131	0.415	0.204	0.245	0.376	0.224	0.176	0.235	0.195	0.065	0.383	0.123	0.000	0.087	0.166	0.236	0.229	0.478	0.105	0.280	0.449	0.231	0.155	0.000	0.171	0.437	0.052	0.258	0.148	0.000	0.145	0.463	0.350
bsmt_unf_sf	0.219	0.052	0.168	0.135	0.023	0.124	0.248	0.069	0.127	1.000	-0.547	-0.298	0.288	0.094	0.036	0.058	0.053	0.192	0.091	0.099	0.000	0.151	0.044	0.170	0.158	0.036	0.106	0.139	0.038	0.138	0.067	0.094	0.178	0.249	0.108	0.100	0.152	0.097	0.136	0.054	0.068	0.029	0.033	-0.114	0.057	0.167	0.146	-0.123	0.239	0.117	-0.131	0.393	0.069	0.163	0.000	0.331	0.251	0.000	-0.047	0.124	0.167
bsmtfin_sf_1	0.334	-0.203	-0.100	0.029	0.029	0.242	0.374	0.065	0.217	-0.547	1.000	0.058	0.277	0.142	0.080	0.065	0.000	0.232	0.117	0.113	0.000	0.124	0.204	0.131	0.109	0.000	0.248	0.204	0.030	0.195	0.074	0.122	0.119	0.072	0.027	0.076	0.112	0.026	0.197	0.125	0.171	0.043	0.173	-0.098	0.077	0.187	0.095	-0.021	0.179	0.125	-0.050	0.192	0.109	0.332	0.000	0.428	-0.044	0.000	0.208	0.215	0.088
bsmtfin_sf_2	0.056	-0.118	-0.024	0.000	0.029	0.059	0.097	0.104	0.046	-0.298	0.058	1.000	0.172	0.028	0.000	0.000	0.047	0.044	0.069	0.079	0.000	0.079	0.090	0.074	0.068	0.073	-0.013	-0.060	0.000	0.035	0.000	0.032	-0.141	-0.077	0.019	0.038	0.040	0.002	0.028	0.060	0.057	0.042	0.029	-0.093	0.000	0.116	-0.056	0.096	-0.092	0.031	0.013	0.096	0.088	-0.034	0.000	0.065	-0.087	0.080	0.061	-0.096	-0.117
bsmtfin_type_1	0.125	0.129	0.097	0.117	0.100	0.214	0.343	0.090	0.303	0.288	0.277	0.172	1.000	0.190	0.064	0.103	0.065	0.305	0.225	0.224	0.109	0.141	0.113	0.304	0.200	0.073	0.171	0.198	0.082	0.271	0.102	0.156	0.315	0.112	0.072	0.198	0.162	0.056	0.242	0.087	0.000	0.068	0.093	0.189	0.124	0.318	0.069	0.178	0.244	0.196	0.108	0.253	0.064	0.221	0.000	0.149	0.088	0.000	0.105	0.347	0.264
central_air	0.166	0.137	0.158	0.271	0.232	0.094	0.114	0.036	0.268	0.094	0.142	0.028	0.190	1.000	0.113	0.395	0.243	0.305	0.330	0.305	0.042	0.065	0.183	0.345	0.122	0.139	0.327	0.328	0.303	0.241	0.294	0.275	0.339	0.187	0.150	0.350	0.174	0.218	0.310	0.129	0.000	0.072	0.123	0.261	0.292	0.376	0.092	0.302	0.387	0.384	0.215	1.000	0.105	0.411	0.055	0.227	0.134	0.037	0.128	0.422	0.371
condition_1	0.064	0.048	0.053	0.082	0.046	0.076	0.036	0.000	0.136	0.036	0.080	0.000	0.064	0.113	1.000	0.065	0.051	0.121	0.078	0.067	0.025	0.050	0.065	0.079	0.080	0.000	0.061	0.065	0.000	0.139	0.025	0.090	0.114	0.060	0.098	0.073	0.072	0.046	0.079	0.052	0.000	0.118	0.103	0.088	0.074	0.195	0.025	0.043	0.084	0.117	0.076	0.000	0.047	0.091	0.140	0.072	0.054	0.000	0.040	0.111	0.076
electrical	0.051	0.058	0.063	0.095	0.233	0.068	0.061	0.000	0.145	0.058	0.065	0.000	0.103	0.395	0.065	1.000	0.112	0.139	0.172	0.176	0.047	0.034	0.069	0.149	0.092	0.168	0.112	0.128	0.174	0.172	0.262	0.118	0.202	0.063	0.074	0.144	0.112	0.077	0.149	0.054	0.000	0.024	0.088	0.132	0.128	0.177	0.020	0.206	0.158	0.180	0.098	1.000	0.000	0.158	0.000	0.072	0.081	0.078	0.058	0.197	0.214
exter_cond	0.000	0.048	0.000	0.110	0.162	0.041	0.026	0.041	0.107	0.053	0.000	0.047	0.065	0.243	0.051	0.112	1.000	0.239	0.111	0.081	0.039	0.000	0.077	0.116	0.156	0.230	0.086	0.124	0.140	0.106	0.087	0.072	0.108	0.035	0.097	0.186	0.071	0.039	0.113	0.039	0.000	0.026	0.031	0.114	0.231	0.161	0.100	0.345	0.207	0.177	0.083	0.000	0.037	0.136	0.052	0.045	0.000	0.046	0.062	0.161	0.108
exter_qual	0.286	0.201	0.122	0.183	0.167	0.185	0.102	0.058	0.468	0.192	0.232	0.044	0.305	0.305	0.121	0.139	0.239	1.000	0.346	0.337	0.098	0.225	0.183	0.371	0.304	0.169	0.339	0.361	0.091	0.374	0.099	0.235	0.399	0.269	0.168	0.332	0.183	0.094	0.544	0.122	0.000	0.035	0.131	0.265	0.243	0.497	0.146	0.305	0.614	0.199	0.127	0.406	0.164	0.510	0.238	0.329	0.186	0.078	0.162	0.441	0.406
exterior_1st	0.176	0.105	0.070	0.171	0.092	0.134	0.077	0.113	0.297	0.091	0.117	0.069	0.225	0.330	0.078	0.172	0.111	0.346	1.000	0.741	0.000	0.201	0.139	0.312	0.204	0.101	0.144	0.216	0.135	0.322	0.133	0.200	0.399	0.112	0.155	0.264	0.159	0.124	0.263	0.107	0.055	0.041	0.105	0.184	0.262	0.286	0.048	0.179	0.230	0.221	0.217	0.000	0.149	0.173	0.003	0.123	0.082	0.000	0.084	0.333	0.294
exterior_2nd	0.111	0.147	0.078	0.212	0.083	0.148	0.080	0.090	0.286	0.099	0.113	0.079	0.224	0.305	0.067	0.176	0.081	0.337	0.741	1.000	0.000	0.186	0.117	0.314	0.200	0.072	0.147	0.211	0.123	0.318	0.110	0.206	0.404	0.122	0.167	0.264	0.162	0.133	0.255	0.107	0.051	0.116	0.112	0.205	0.165	0.335	0.055	0.167	0.200	0.201	0.215	0.000	0.170	0.180	0.000	0.126	0.085	0.035	0.083	0.325	0.289
fence	0.051	0.151	0.061	0.071	0.000	0.000	0.000	0.048	0.095	0.000	0.000	0.000	0.109	0.042	0.025	0.047	0.039	0.098	0.000	0.000	1.000	0.000	0.073	0.107	0.121	0.000	0.116	0.117	0.000	0.097	0.000	0.061	0.117	0.113	0.114	0.060	0.111	0.000	0.117	0.000	0.118	0.068	0.105	0.136	0.033	0.194	0.032	0.000	0.143	0.000	0.174	0.000	0.000	0.148	0.000	0.031	0.134	1.000	0.122	0.158	0.131
fireplace_qu	0.126	0.136	0.070	0.044	0.043	0.081	0.055	0.070	0.220	0.151	0.124	0.079	0.141	0.065	0.050	0.034	0.000	0.225	0.201	0.186	0.000	1.000	0.011	0.166	0.109	0.072	0.153	0.163	0.000	0.108	0.019	0.087	0.197	0.179	0.113	0.150	0.164	0.004	0.222	0.087	0.000	0.034	0.026	0.162	0.060	0.301	0.030	0.088	0.208	0.073	0.067	0.000	0.069	0.217	0.000	0.145	0.139	0.000	0.029	0.278	0.311
fireplaces	0.237	0.136	0.075	0.110	0.019	0.136	0.116	0.353	0.161	0.044	0.204	0.090	0.113	0.183	0.065	0.069	0.077	0.183	0.139	0.117	0.073	0.011	1.000	0.115	0.155	0.084	0.171	0.186	0.048	0.242	0.054	0.180	0.114	0.275	0.168	0.098	0.094	0.091	0.150	0.111	0.104	0.054	0.128	0.170	0.114	0.276	0.068	0.105	0.225	0.130	0.090	0.000	0.083	0.273	0.029	0.224	0.165	0.000	0.185	0.157	0.128
foundation	0.128	0.168	0.075	0.175	0.124	0.134	0.120	0.082	0.373	0.170	0.131	0.074	0.304	0.345	0.079	0.149	0.116	0.371	0.312	0.314	0.107	0.166	0.115	1.000	0.253	0.115	0.204	0.235	0.128	0.379	0.199	0.243	0.465	0.165	0.189	0.290	0.215	0.146	0.293	0.099	0.000	0.043	0.136	0.255	0.222	0.424	0.088	0.254	0.288	0.251	0.217	0.477	0.097	0.270	0.087	0.225	0.111	0.000	0.096	0.505	0.331
full_bath	0.208	0.373	0.435	0.135	0.088	0.096	0.275	0.102	0.285	0.158	0.109	0.068	0.200	0.122	0.080	0.092	0.156	0.304	0.204	0.200	0.121	0.109	0.155	0.253	1.000	0.039	0.244	0.340	0.051	0.318	0.074	0.217	0.279	0.385	0.344	0.177	0.194	0.148	0.233	0.102	0.059	0.045	0.123	0.231	0.142	0.324	0.115	0.227	0.306	0.114	0.106	0.000	0.131	0.352	0.048	0.198	0.291	0.000	0.158	0.304	0.244
functional	0.000	0.046	0.016	0.053	0.122	0.027	0.000	0.045	0.079	0.036	0.000	0.073	0.073	0.139	0.000	0.168	0.230	0.169	0.101	0.072	0.000	0.072	0.084	0.115	0.039	1.000	0.023	0.034	0.115	0.088	0.089	0.130	0.098	0.033	0.000	0.213	0.050	0.000	0.108	0.076	0.046	0.000	0.000	0.073	0.222	0.081	0.085	0.202	0.171	0.119	0.144	0.430	0.074	0.067	0.000	0.026	0.025	0.069	0.068	0.090	0.054
garage_area	0.488	0.090	0.114	0.156	0.092	0.171	0.142	0.055	0.302	0.106	0.248	-0.013	0.171	0.327	0.061	0.112	0.086	0.339	0.144	0.147	0.116	0.153	0.171	0.204	0.244	0.023	1.000	0.864	0.120	0.296	0.146	0.167	0.599	0.487	0.136	0.165	0.112	0.121	0.271	0.085	0.371	0.072	0.153	-0.048	0.146	0.267	0.335	-0.216	0.547	0.284	-0.207	0.500	0.106	0.661	0.125	0.481	0.334	0.000	0.263	0.534	0.409
garage_cars	0.449	0.152	0.122	0.182	0.090	0.177	0.196	0.078	0.350	0.139	0.204	-0.060	0.198	0.328	0.065	0.128	0.124	0.361	0.216	0.211	0.117	0.163	0.186	0.235	0.340	0.034	0.864	1.000	0.074	0.326	0.116	0.203	0.638	0.524	0.222	0.191	0.150	0.159	0.305	0.081	0.344	0.060	0.148	0.020	0.151	0.363	0.337	-0.258	0.611	0.289	-0.277	0.180	0.121	0.702	0.000	0.450	0.385	0.000	0.274	0.601	0.461
garage_cond	0.086	0.039	0.034	0.041	0.133	0.047	0.060	0.000	0.131	0.038	0.030	0.000	0.082	0.303	0.000	0.174	0.140	0.091	0.135	0.123	0.000	0.000	0.048	0.128	0.051	0.115	0.120	0.074	1.000	0.138	0.492	0.122	0.189	0.084	0.060	0.101	0.102	0.158	0.117	0.000	0.000	0.038	0.050	0.062	0.140	0.141	0.000	0.160	0.172	0.261	0.105	0.000	0.056	0.153	0.000	0.032	0.000	0.000	0.025	0.174	0.111
garage_finish	0.252	0.241	0.087	0.174	0.105	0.206	0.141	0.018	0.415	0.138	0.195	0.035	0.271	0.241	0.139	0.172	0.106	0.374	0.322	0.318	0.097	0.108	0.242	0.379	0.318	0.088	0.296	0.326	0.138	1.000	0.163	0.459	0.388	0.258	0.172	0.275	0.240	0.102	0.340	0.123	0.022	0.066	0.195	0.322	0.229	0.487	0.149	0.280	0.397	0.182	0.221	0.112	0.121	0.424	0.000	0.261	0.179	0.013	0.167	0.457	0.353
garage_qual	0.100	0.102	0.037	0.047	0.175	0.059	0.088	0.000	0.204	0.067	0.074	0.000	0.102	0.294	0.025	0.262	0.087	0.099	0.133	0.110	0.000	0.019	0.054	0.199	0.074	0.089	0.146	0.116	0.492	0.163	1.000	0.128	0.233	0.160	0.043	0.074	0.164	0.044	0.106	0.041	0.022	0.016	0.069	0.147	0.139	0.186	0.080	0.130	0.141	0.220	0.114	0.000	0.046	0.166	0.000	0.078	0.088	0.000	0.026	0.228	0.133
garage_type	0.170	0.253	0.130	0.143	0.076	0.154	0.141	0.000	0.245	0.094	0.122	0.032	0.156	0.275	0.090	0.118	0.072	0.235	0.200	0.206	0.061	0.087	0.180	0.243	0.217	0.130	0.167	0.203	0.122	0.459	0.128	1.000	0.231	0.191	0.216	0.139	0.235	0.120	0.187	0.090	0.041	0.059	0.162	0.280	0.188	0.325	0.078	0.169	0.215	0.242	0.199	0.000	0.082	0.239	0.109	0.178	0.161	0.110	0.100	0.292	0.214
garage_yr_blt	0.264	0.081	-0.043	0.137	0.118	0.149	0.113	0.071	0.376	0.178	0.119	-0.141	0.315	0.339	0.114	0.202	0.108	0.399	0.399	0.404	0.117	0.197	0.114	0.465	0.279	0.098	0.599	0.638	0.189	0.388	0.233	0.231	1.000	0.326	0.195	0.313	0.247	0.075	0.313	0.123	0.074	0.070	0.156	0.084	0.216	0.486	0.401	-0.395	0.638	0.261	-0.274	0.349	0.087	0.638	0.039	0.365	0.210	0.000	0.280	0.900	0.742
gr_liv_area	0.491	0.604	0.526	0.074	0.000	0.104	0.101	0.050	0.224	0.249	0.072	-0.077	0.112	0.187	0.060	0.063	0.035	0.269	0.112	0.122	0.113	0.179	0.275	0.165	0.385	0.033	0.487	0.524	0.084	0.258	0.160	0.191	0.326	1.000	0.304	0.152	0.234	0.048	0.227	0.097	0.418	0.045	0.187	0.187	0.079	0.213	0.402	-0.189	0.578	0.157	-0.165	0.096	0.071	0.723	0.077	0.379	0.808	0.000	0.229	0.317	0.319
half_bath	0.136	0.460	0.278	0.245	0.045	0.050	0.182	0.086	0.176	0.108	0.027	0.019	0.072	0.150	0.098	0.074	0.097	0.168	0.155	0.167	0.114	0.113	0.168	0.189	0.344	0.000	0.136	0.222	0.060	0.172	0.043	0.216	0.195	0.304	1.000	0.141	0.455	0.210	0.165	0.000	0.000	0.048	0.106	0.509	0.125	0.316	0.117	0.127	0.228	0.097	0.117	0.558	0.145	0.234	0.008	0.086	0.259	0.000	0.086	0.237	0.211
heating_qc	0.100	0.124	0.037	0.115	0.091	0.076	0.061	0.036	0.235	0.100	0.076	0.038	0.198	0.350	0.073	0.144	0.186	0.332	0.264	0.264	0.060	0.150	0.098	0.290	0.177	0.213	0.165	0.191	0.101	0.275	0.074	0.139	0.313	0.152	0.141	1.000	0.132	0.098	0.284	0.068	0.000	0.025	0.081	0.175	0.239	0.306	0.096	0.176	0.297	0.155	0.050	0.269	0.031	0.254	0.051	0.137	0.095	0.018	0.096	0.336	0.327
house_style	0.163	0.432	0.236	0.157	0.075	0.237	0.176	0.116	0.195	0.152	0.112	0.040	0.162	0.174	0.072	0.112	0.071	0.183	0.159	0.162	0.111	0.164	0.094	0.215	0.194	0.050	0.112	0.150	0.102	0.240	0.164	0.235	0.247	0.234	0.455	0.132	1.000	0.118	0.135	0.113	0.000	0.047	0.103	0.618	0.152	0.286	0.087	0.121	0.149	0.168	0.223	0.387	0.111	0.133	0.000	0.153	0.237	0.041	0.056	0.278	0.202
kitchen_abvgr	0.025	0.045	0.261	0.501	0.016	0.036	0.168	0.409	0.065	0.097	0.026	0.002	0.056	0.218	0.046	0.077	0.039	0.094	0.124	0.133	0.000	0.004	0.091	0.146	0.148	0.000	0.121	0.159	0.158	0.102	0.044	0.120	0.075	0.048	0.210	0.098	0.118	1.000	0.105	0.000	0.000	0.043	0.049	0.494	0.069	0.106	0.057	0.065	0.096	0.102	0.043	1.000	0.145	0.070	0.000	0.057	0.220	0.000	0.023	0.149	0.115
kitchen_qual	0.232	0.159	0.093	0.136	0.112	0.162	0.112	0.028	0.383	0.136	0.197	0.028	0.242	0.310	0.079	0.149	0.113	0.544	0.263	0.255	0.117	0.222	0.150	0.293	0.233	0.108	0.271	0.305	0.117	0.340	0.106	0.187	0.313	0.227	0.165	0.284	0.135	0.105	1.000	0.106	0.000	0.000	0.114	0.205	0.154	0.391	0.107	0.211	0.473	0.190	0.117	0.195	0.129	0.423	0.070	0.251	0.177	0.000	0.138	0.343	0.361
land_contour	0.101	0.045	0.107	0.070	0.048	0.190	0.078	0.047	0.123	0.054	0.125	0.060	0.087	0.129	0.052	0.054	0.039	0.122	0.107	0.107	0.000	0.087	0.111	0.099	0.102	0.076	0.085	0.081	0.000	0.123	0.041	0.090	0.123	0.097	0.000	0.068	0.113	0.000	0.106	1.000	0.197	0.047	0.115	0.110	0.097	0.362	0.000	0.079	0.166	0.063	0.160	0.111	0.128	0.135	0.098	0.112	0.098	0.030	0.112	0.151	0.120
lot_area	0.439	0.065	0.299	0.032	0.000	0.101	0.121	0.000	0.000	0.068	0.171	0.057	0.000	0.000	0.000	0.000	0.000	0.000	0.055	0.051	0.118	0.000	0.104	0.000	0.059	0.046	0.371	0.344	0.000	0.022	0.022	0.041	0.074	0.418	0.000	0.000	0.000	0.000	0.000	0.197	1.000	0.074	0.207	-0.321	0.083	0.123	0.172	-0.079	0.197	0.063	-0.040	0.149	0.084	0.429	0.202	0.353	0.384	0.062	0.178	0.121	0.103
lot_config	0.032	0.038	0.050	0.076	0.030	0.081	0.036	0.047	0.087	0.029	0.043	0.042	0.068	0.072	0.118	0.024	0.026	0.035	0.041	0.116	0.068	0.034	0.054	0.043	0.045	0.000	0.072	0.060	0.038	0.066	0.016	0.059	0.070	0.045	0.048	0.025	0.047	0.043	0.000	0.047	0.074	1.000	0.218	0.081	0.065	0.155	0.000	0.021	0.034	0.045	0.000	0.146	0.056	0.072	0.000	0.015	0.028	0.063	0.039	0.111	0.087
lot_shape	0.150	0.147	0.063	0.080	0.043	0.120	0.064	0.022	0.166	0.033	0.173	0.029	0.093	0.123	0.103	0.088	0.031	0.131	0.105	0.112	0.105	0.026	0.128	0.136	0.123	0.000	0.153	0.148	0.050	0.195	0.069	0.162	0.156	0.187	0.106	0.081	0.103	0.049	0.114	0.115	0.207	0.218	1.000	0.156	0.150	0.260	0.035	0.090	0.157	0.111	0.093	0.000	0.020	0.201	0.000	0.178	0.074	0.000	0.090	0.196	0.164
ms_subclass	-0.278	0.478	0.057	0.853	0.083	0.216	0.240	0.116	0.236	-0.114	-0.098	-0.093	0.189	0.261	0.088	0.132	0.114	0.265	0.184	0.205	0.136	0.162	0.170	0.255	0.231	0.073	-0.048	0.020	0.062	0.322	0.147	0.280	0.084	0.187	0.509	0.175	0.618	0.494	0.205	0.110	-0.321	0.081	0.156	1.000	0.214	0.404	0.031	-0.066	0.103	0.172	-0.027	0.219	0.117	0.002	0.032	-0.301	0.137	0.000	0.019	0.036	0.016
ms_zoning	0.123	0.146	0.115	0.189	0.094	0.092	0.083	0.019	0.229	0.057	0.077	0.000	0.124	0.292	0.074	0.128	0.231	0.243	0.262	0.165	0.033	0.060	0.114	0.222	0.142	0.222	0.146	0.151	0.140	0.229	0.139	0.188	0.216	0.079	0.125	0.239	0.152	0.069	0.154	0.097	0.083	0.065	0.150	0.214	1.000	0.536	0.097	0.177	0.339	0.258	0.493	1.000	0.068	0.195	0.347	0.116	0.096	0.351	0.062	0.262	0.168
neighborhood	0.227	0.257	0.213	0.434	0.135	0.280	0.186	0.148	0.478	0.167	0.187	0.116	0.318	0.376	0.195	0.177	0.161	0.497	0.286	0.335	0.194	0.301	0.276	0.424	0.324	0.081	0.267	0.363	0.141	0.487	0.186	0.325	0.486	0.213	0.316	0.306	0.286	0.106	0.391	0.362	0.123	0.155	0.260	0.404	0.536	1.000	0.111	0.224	0.338	0.359	0.753	0.430	0.207	0.336	0.223	0.238	0.183	0.038	0.150	0.483	0.398
open_porch_sf	0.251	0.201	0.075	0.056	0.000	0.049	0.101	0.000	0.105	0.146	0.095	-0.056	0.069	0.092	0.025	0.020	0.100	0.146	0.048	0.055	0.032	0.030	0.068	0.088	0.115	0.085	0.335	0.337	0.000	0.149	0.080	0.078	0.401	0.402	0.117	0.096	0.087	0.057	0.107	0.000	0.172	0.000	0.035	0.031	0.097	0.111	1.000	-0.175	0.440	0.000	-0.177	0.000	0.000	0.480	0.000	0.276	0.259	0.000	0.112	0.403	0.372
overall_cond	-0.187	-0.013	-0.012	0.114	0.181	0.106	0.050	0.072	0.280	-0.123	-0.021	0.096	0.178	0.302	0.043	0.206	0.345	0.305	0.179	0.167	0.000	0.088	0.105	0.254	0.227	0.202	-0.216	-0.258	0.160	0.280	0.130	0.169	-0.395	-0.189	0.127	0.176	0.121	0.065	0.211	0.079	-0.079	0.021	0.090	-0.066	0.177	0.224	-0.175	1.000	-0.190	0.239	0.112	0.000	0.072	-0.166	0.064	-0.223	-0.126	0.159	-0.036	-0.422	-0.075
overall_qual	0.416	0.238	0.078	0.145	0.249	0.219	0.126	0.061	0.449	0.239	0.179	-0.092	0.244	0.387	0.084	0.158	0.207	0.614	0.230	0.200	0.143	0.208	0.225	0.288	0.306	0.171	0.547	0.611	0.172	0.397	0.141	0.215	0.638	0.578	0.228	0.297	0.149	0.096	0.473	0.166	0.197	0.034	0.157	0.103	0.339	0.338	0.440	-0.190	1.000	0.263	-0.314	0.272	0.143	0.809	0.108	0.473	0.378	0.129	0.290	0.665	0.579
paved_drive	0.141	0.113	0.091	0.132	0.160	0.086	0.101	0.018	0.231	0.117	0.125	0.031	0.196	0.384	0.117	0.180	0.177	0.199	0.221	0.201	0.000	0.073	0.130	0.251	0.114	0.119	0.284	0.289	0.261	0.182	0.220	0.242	0.261	0.157	0.097	0.155	0.168	0.102	0.190	0.063	0.063	0.045	0.111	0.172	0.258	0.359	0.000	0.239	0.263	1.000	0.192	0.252	0.103	0.295	0.106	0.160	0.090	0.016	0.079	0.375	0.221
pid	-0.130	-0.069	-0.014	0.134	0.075	0.090	0.074	0.029	0.155	-0.131	-0.050	0.013	0.108	0.215	0.076	0.098	0.083	0.127	0.217	0.215	0.174	0.067	0.090	0.217	0.106	0.144	-0.207	-0.277	0.105	0.221	0.114	0.199	-0.274	-0.165	0.117	0.050	0.223	0.043	0.117	0.160	-0.040	0.000	0.093	-0.027	0.493	0.753	-0.177	0.112	-0.314	0.192	1.000	0.000	0.085	-0.271	0.129	-0.188	-0.130	0.040	-0.092	-0.315	-0.208
pool_qc	0.000	0.000	0.155	1.000	1.000	0.272	0.000	0.000	0.000	0.393	0.192	0.096	0.253	1.000	0.000	1.000	0.000	0.406	0.000	0.000	0.000	0.000	0.000	0.477	0.000	0.430	0.500	0.180	0.000	0.112	0.000	0.000	0.349	0.096	0.558	0.269	0.387	1.000	0.195	0.111	0.149	0.146	0.000	0.219	1.000	0.430	0.000	0.000	0.272	0.252	0.000	1.000	0.000	0.000	1.000	0.000	0.000	1.000	0.111	0.401	0.000
roof_style	0.155	0.133	0.148	0.045	0.053	0.131	0.120	0.156	0.171	0.069	0.109	0.088	0.064	0.105	0.047	0.000	0.037	0.164	0.149	0.170	0.000	0.069	0.083	0.097	0.131	0.074	0.106	0.121	0.056	0.121	0.046	0.082	0.087	0.071	0.145	0.031	0.111	0.145	0.129	0.128	0.084	0.056	0.020	0.117	0.068	0.207	0.000	0.072	0.143	0.103	0.085	0.000	1.000	0.140	0.000	0.131	0.088	0.000	0.069	0.152	0.091
saleprice	0.582	0.247	0.197	0.099	0.104	0.230	0.170	0.044	0.437	0.163	0.332	-0.034	0.221	0.411	0.091	0.158	0.136	0.510	0.173	0.180	0.148	0.217	0.273	0.270	0.352	0.067	0.661	0.702	0.153	0.424	0.166	0.239	0.638	0.723	0.234	0.254	0.133	0.070	0.423	0.135	0.429	0.072	0.201	0.002	0.195	0.336	0.480	-0.166	0.809	0.295	-0.271	0.000	0.140	1.000	0.122	0.606	0.499	0.000	0.364	0.681	0.601
street	0.000	0.000	0.013	0.042	0.033	0.033	0.024	0.000	0.052	0.000	0.000	0.000	0.000	0.055	0.140	0.000	0.052	0.238	0.003	0.000	0.000	0.000	0.029	0.087	0.048	0.000	0.125	0.000	0.000	0.000	0.000	0.109	0.039	0.077	0.008	0.051	0.000	0.000	0.070	0.098	0.202	0.000	0.000	0.032	0.347	0.223	0.000	0.064	0.108	0.106	0.129	1.000	0.000	0.122	1.000	0.011	0.031	0.201	0.075	0.076	0.095
total_bsmt_sf	0.828	-0.313	0.056	0.137	0.031	0.203	0.198	0.043	0.258	0.331	0.428	0.065	0.149	0.227	0.072	0.072	0.045	0.329	0.123	0.126	0.031	0.145	0.224	0.225	0.198	0.026	0.481	0.450	0.032	0.261	0.078	0.178	0.365	0.379	0.086	0.137	0.153	0.057	0.251	0.112	0.353	0.015	0.178	-0.301	0.116	0.238	0.276	-0.223	0.473	0.160	-0.188	0.000	0.131	0.606	0.011	1.000	0.233	0.000	0.224	0.442	0.310
totrms_abvgrd	0.342	0.555	0.666	0.219	0.000	0.087	0.074	0.054	0.148	0.251	-0.044	-0.087	0.088	0.134	0.054	0.081	0.000	0.186	0.082	0.085	0.134	0.139	0.165	0.111	0.291	0.025	0.334	0.385	0.000	0.179	0.088	0.161	0.210	0.808	0.259	0.095	0.237	0.220	0.177	0.098	0.384	0.028	0.074	0.137	0.096	0.183	0.259	-0.126	0.378	0.090	-0.130	0.000	0.088	0.499	0.031	0.233	1.000	0.000	0.158	0.182	0.208
utilities	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.046	0.000	0.000	0.000	0.080	0.000	0.037	0.000	0.078	0.046	0.078	0.000	0.035	1.000	0.000	0.000	0.000	0.000	0.069	0.000	0.000	0.000	0.013	0.000	0.110	0.000	0.000	0.000	0.018	0.041	0.000	0.000	0.030	0.062	0.063	0.000	0.000	0.351	0.038	0.000	0.159	0.129	0.016	0.040	1.000	0.000	0.000	0.201	0.000	0.000	1.000	0.000	0.035	0.039
wood_deck_sf	0.206	0.066	0.029	0.060	0.024	0.144	0.161	0.106	0.145	-0.047	0.208	0.061	0.105	0.128	0.040	0.058	0.062	0.162	0.084	0.083	0.122	0.029	0.185	0.096	0.158	0.068	0.263	0.274	0.025	0.167	0.026	0.100	0.280	0.229	0.086	0.096	0.056	0.023	0.138	0.112	0.178	0.039	0.090	0.019	0.062	0.150	0.112	-0.036	0.290	0.079	-0.092	0.111	0.069	0.364	0.075	0.224	0.158	0.000	1.000	0.297	0.250
year_built	0.325	0.023	-0.032	0.240	0.157	0.187	0.149	0.109	0.463	0.124	0.215	-0.096	0.347	0.422	0.111	0.197	0.161	0.441	0.333	0.325	0.158	0.278	0.157	0.505	0.304	0.090	0.534	0.601	0.174	0.457	0.228	0.292	0.900	0.317	0.237	0.336	0.278	0.149	0.343	0.151	0.121	0.111	0.196	0.036	0.262	0.483	0.403	-0.422	0.665	0.375	-0.315	0.401	0.152	0.681	0.076	0.442	0.182	0.035	0.297	1.000	0.708
year_remod_add	0.250	0.090	-0.032	0.208	0.104	0.163	0.123	0.085	0.350	0.167	0.088	-0.117	0.264	0.371	0.076	0.214	0.108	0.406	0.294	0.289	0.131	0.311	0.128	0.331	0.244	0.054	0.409	0.461	0.111	0.353	0.133	0.214	0.742	0.319	0.211	0.327	0.202	0.115	0.361	0.120	0.103	0.087	0.164	0.016	0.168	0.398	0.372	-0.075	0.579	0.221	-0.208	0.000	0.091	0.601	0.095	0.310	0.208	0.039	0.250	0.708	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	pid	ms_subclass	ms_zoning	lot_area	street	lot_shape	land_contour	utilities	lot_config	neighborhood	condition_1	bldg_type	house_style	overall_qual	overall_cond	year_built	year_remod_add	roof_style	exterior_1st	exterior_2nd	exter_qual	exter_cond	foundation	bsmt_qual	bsmt_cond	bsmt_exposure	bsmtfin_type_1	bsmtfin_sf_1	bsmtfin_sf_2	bsmt_unf_sf	total_bsmt_sf	heating_qc	central_air	electrical	1st_flr_sf	2nd_flr_sf	gr_liv_area	bsmt_full_bath	full_bath	half_bath	bedroom_abvgr	kitchen_abvgr	kitchen_qual	totrms_abvgrd	functional	fireplaces	fireplace_qu	garage_type	garage_yr_blt	garage_finish	garage_cars	garage_area	garage_qual	garage_cond	paved_drive	wood_deck_sf	open_porch_sf	pool_qc	fence	saleprice
0	526301100	20	RL	31770	Pave	IR1	Lvl	AllPub	Corner	NAmes	Norm	1Fam	1Story	6	5	1960	1960	Hip	BrkFace	Plywood	TA	TA	CBlock	TA	Gd	Gd	BLQ	639.0	0.0	441.0	1080.0	Fa	Y	SBrkr	1656	0	1656	1.0	1	0	3	1	TA	7	Typ	2	Gd	Attchd	1960.0	Fin	2.0	528.0	TA	TA	P	210	62	NaN	NaN	215000
1	526350040	20	RH	11622	Pave	Reg	Lvl	AllPub	Inside	NAmes	Feedr	1Fam	1Story	5	6	1961	1961	Gable	VinylSd	VinylSd	TA	TA	CBlock	TA	TA	No	Rec	468.0	144.0	270.0	882.0	TA	Y	SBrkr	896	0	896	0.0	1	0	2	1	TA	5	Typ	0	NaN	Attchd	1961.0	Unf	1.0	730.0	TA	TA	Y	140	0	NaN	MnPrv	105000
2	526351010	20	RL	14267	Pave	IR1	Lvl	AllPub	Corner	NAmes	Norm	1Fam	1Story	6	6	1958	1958	Hip	Wd Sdng	Wd Sdng	TA	TA	CBlock	TA	TA	No	ALQ	923.0	0.0	406.0	1329.0	TA	Y	SBrkr	1329	0	1329	0.0	1	1	3	1	Gd	6	Typ	0	NaN	Attchd	1958.0	Unf	1.0	312.0	TA	TA	Y	393	36	NaN	NaN	172000
3	526353030	20	RL	11160	Pave	Reg	Lvl	AllPub	Corner	NAmes	Norm	1Fam	1Story	7	5	1968	1968	Hip	BrkFace	BrkFace	Gd	TA	CBlock	TA	TA	No	ALQ	1065.0	0.0	1045.0	2110.0	Ex	Y	SBrkr	2110	0	2110	1.0	2	1	3	1	Ex	8	Typ	2	TA	Attchd	1968.0	Fin	2.0	522.0	TA	TA	Y	0	0	NaN	NaN	244000
4	527105010	60	RL	13830	Pave	IR1	Lvl	AllPub	Inside	Gilbert	Norm	1Fam	2Story	5	5	1997	1998	Gable	VinylSd	VinylSd	TA	TA	PConc	Gd	TA	No	GLQ	791.0	0.0	137.0	928.0	Gd	Y	SBrkr	928	701	1629	0.0	2	1	3	1	TA	6	Typ	1	TA	Attchd	1997.0	Fin	2.0	482.0	TA	TA	Y	212	34	NaN	MnPrv	189900
5	527105030	60	RL	9978	Pave	IR1	Lvl	AllPub	Inside	Gilbert	Norm	1Fam	2Story	6	6	1998	1998	Gable	VinylSd	VinylSd	TA	TA	PConc	TA	TA	No	GLQ	602.0	0.0	324.0	926.0	Ex	Y	SBrkr	926	678	1604	0.0	2	1	3	1	Gd	7	Typ	1	Gd	Attchd	1998.0	Fin	2.0	470.0	TA	TA	Y	360	36	NaN	NaN	195500
6	527127150	120	RL	4920	Pave	Reg	Lvl	AllPub	Inside	StoneBr	Norm	TwnhsE	1Story	8	5	2001	2001	Gable	CemntBd	CmentBd	Gd	TA	PConc	Gd	TA	Mn	GLQ	616.0	0.0	722.0	1338.0	Ex	Y	SBrkr	1338	0	1338	1.0	2	0	2	1	Gd	6	Typ	0	NaN	Attchd	2001.0	Fin	2.0	582.0	TA	TA	Y	0	0	NaN	NaN	213500
7	527145080	120	RL	5005	Pave	IR1	HLS	AllPub	Inside	StoneBr	Norm	TwnhsE	1Story	8	5	1992	1992	Gable	HdBoard	HdBoard	Gd	TA	PConc	Gd	TA	No	ALQ	263.0	0.0	1017.0	1280.0	Ex	Y	SBrkr	1280	0	1280	0.0	2	0	2	1	Gd	5	Typ	0	NaN	Attchd	1992.0	RFn	2.0	506.0	TA	TA	Y	0	82	NaN	NaN	191500
8	527146030	120	RL	5389	Pave	IR1	Lvl	AllPub	Inside	StoneBr	Norm	TwnhsE	1Story	8	5	1995	1996	Gable	CemntBd	CmentBd	Gd	TA	PConc	Gd	TA	No	GLQ	1180.0	0.0	415.0	1595.0	Ex	Y	SBrkr	1616	0	1616	1.0	2	0	2	1	Gd	5	Typ	1	TA	Attchd	1995.0	RFn	2.0	608.0	TA	TA	Y	237	152	NaN	NaN	236500
9	527162130	60	RL	7500	Pave	Reg	Lvl	AllPub	Inside	Gilbert	Norm	1Fam	2Story	7	5	1999	1999	Gable	VinylSd	VinylSd	TA	TA	PConc	TA	TA	No	Unf	0.0	0.0	994.0	994.0	Gd	Y	SBrkr	1028	776	1804	0.0	2	1	3	1	Gd	7	Typ	1	TA	Attchd	1999.0	Fin	2.0	442.0	TA	TA	Y	140	60	NaN	NaN	189000

	pid	ms_subclass	ms_zoning	lot_area	street	lot_shape	land_contour	utilities	lot_config	neighborhood	condition_1	bldg_type	house_style	overall_qual	overall_cond	year_built	year_remod_add	roof_style	exterior_1st	exterior_2nd	exter_qual	exter_cond	foundation	bsmt_qual	bsmt_cond	bsmt_exposure	bsmtfin_type_1	bsmtfin_sf_1	bsmtfin_sf_2	bsmt_unf_sf	total_bsmt_sf	heating_qc	central_air	electrical	1st_flr_sf	2nd_flr_sf	gr_liv_area	bsmt_full_bath	bsmt_half_bath	full_bath	half_bath	bedroom_abvgr	kitchen_abvgr	kitchen_qual	totrms_abvgrd	functional	fireplaces	fireplace_qu	garage_type	garage_yr_blt	garage_finish	garage_cars	garage_area	garage_qual	garage_cond	paved_drive	wood_deck_sf	open_porch_sf	pool_qc	fence	saleprice
2920	923228310	160	RM	1894	Pave	Reg	Lvl	AllPub	Inside	MeadowV	Norm	TwnhsE	2Story	4	5	1970	1970	Gable	CemntBd	CmentBd	TA	TA	CBlock	TA	TA	No	Rec	252.0	0.0	294.0	546.0	TA	Y	SBrkr	546	546	1092	0.0	0.0	1	1	3	1	TA	6	Typ	0	NaN	CarPort	1970.0	Unf	1.0	286.0	TA	TA	Y	0	24	NaN	NaN	71000
2921	923229110	90	RL	12640	Pave	IR1	Lvl	AllPub	Inside	Mitchel	Norm	Duplex	1Story	6	5	1976	1976	Gable	Plywood	Plywood	TA	TA	CBlock	TA	TA	Gd	Rec	936.0	396.0	396.0	1728.0	TA	Y	SBrkr	1728	0	1728	0.0	0.0	2	0	4	2	TA	8	Typ	0	NaN	Attchd	1976.0	Unf	2.0	574.0	TA	TA	Y	40	0	NaN	NaN	150900
2922	923230040	90	RL	9297	Pave	Reg	Lvl	AllPub	Inside	Mitchel	Norm	Duplex	1Story	5	5	1976	1976	Gable	Plywood	Plywood	TA	TA	CBlock	TA	TA	No	ALQ	1606.0	0.0	122.0	1728.0	TA	Y	SBrkr	1728	0	1728	2.0	0.0	2	0	4	2	TA	8	Typ	0	NaN	Detchd	1976.0	Unf	2.0	560.0	TA	TA	Y	0	0	NaN	NaN	188000
2923	923250060	20	RL	17400	Pave	Reg	Low	AllPub	Inside	Mitchel	Norm	1Fam	1Story	5	5	1977	1977	Gable	BrkFace	BrkFace	TA	TA	CBlock	TA	TA	No	ALQ	936.0	0.0	190.0	1126.0	Fa	Y	SBrkr	1126	0	1126	1.0	0.0	2	0	3	1	TA	5	Typ	1	Gd	Attchd	1977.0	RFn	2.0	484.0	TA	TA	P	295	41	NaN	NaN	160000
2924	923251180	20	RL	20000	Pave	Reg	Lvl	AllPub	Inside	Mitchel	Norm	1Fam	1Story	5	7	1960	1996	Gable	VinylSd	VinylSd	TA	TA	CBlock	TA	TA	No	ALQ	1224.0	0.0	0.0	1224.0	Ex	Y	SBrkr	1224	0	1224	1.0	0.0	1	0	4	1	TA	7	Typ	1	TA	Detchd	1960.0	Unf	2.0	576.0	TA	TA	Y	474	0	NaN	NaN	131000
2925	923275080	80	RL	7937	Pave	IR1	Lvl	AllPub	CulDSac	Mitchel	Norm	1Fam	SLvl	6	6	1984	1984	Gable	HdBoard	HdBoard	TA	TA	CBlock	TA	TA	Av	GLQ	819.0	0.0	184.0	1003.0	TA	Y	SBrkr	1003	0	1003	1.0	0.0	1	0	3	1	TA	6	Typ	0	NaN	Detchd	1984.0	Unf	2.0	588.0	TA	TA	Y	120	0	NaN	GdPrv	142500
2926	923276100	20	RL	8885	Pave	IR1	Low	AllPub	Inside	Mitchel	Norm	1Fam	1Story	5	5	1983	1983	Gable	HdBoard	HdBoard	TA	TA	CBlock	Gd	TA	Av	BLQ	301.0	324.0	239.0	864.0	TA	Y	SBrkr	902	0	902	1.0	0.0	1	0	2	1	TA	5	Typ	0	NaN	Attchd	1983.0	Unf	2.0	484.0	TA	TA	Y	164	0	NaN	MnPrv	131000
2927	923400125	85	RL	10441	Pave	Reg	Lvl	AllPub	Inside	Mitchel	Norm	1Fam	SFoyer	5	5	1992	1992	Gable	HdBoard	Wd Shng	TA	TA	PConc	Gd	TA	Av	GLQ	337.0	0.0	575.0	912.0	TA	Y	SBrkr	970	0	970	0.0	1.0	1	0	3	1	TA	6	Typ	0	NaN	NaN	NaN	NaN	0.0	0.0	NaN	NaN	Y	80	32	NaN	MnPrv	132000
2928	924100070	20	RL	10010	Pave	Reg	Lvl	AllPub	Inside	Mitchel	Norm	1Fam	1Story	5	5	1974	1975	Gable	HdBoard	HdBoard	TA	TA	CBlock	Gd	TA	Av	ALQ	1071.0	123.0	195.0	1389.0	Gd	Y	SBrkr	1389	0	1389	1.0	0.0	1	0	2	1	TA	6	Typ	1	TA	Attchd	1975.0	RFn	2.0	418.0	TA	TA	Y	240	38	NaN	NaN	170000
2929	924151050	60	RL	9627	Pave	Reg	Lvl	AllPub	Inside	Mitchel	Norm	1Fam	2Story	7	5	1993	1994	Gable	HdBoard	HdBoard	TA	TA	PConc	Gd	TA	Av	LwQ	758.0	0.0	238.0	996.0	Ex	Y	SBrkr	996	1004	2000	0.0	0.0	2	1	3	1	TA	9	Typ	1	TA	Attchd	1993.0	Fin	3.0	650.0	TA	TA	Y	190	48	NaN	NaN	188000

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)